{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Spatial joins"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "source": [
    "Goals of this notebook:\n",
    "\n",
    "- Based on the `countries` and `cities` dataframes, determine for each city the country in which it is located.\n",
    "- To solve this problem, we will use the the concept of a 'spatial join' operation: combining information of geospatial datasets based on their spatial relationship."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "\n",
    "import pandas as pd\n",
    "import geopandas"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "countries = geopandas.read_file(\"zip://./data/ne_110m_admin_0_countries.zip\")\n",
    "cities = geopandas.read_file(\"zip://./data/ne_110m_populated_places.zip\")\n",
    "rivers = geopandas.read_file(\"zip://./data/ne_50m_rivers_lake_centerlines.zip\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Recap - joining dataframes\n",
    "\n",
    "Pandas provides functionality to join or merge dataframes in different ways, see https://chrisalbon.com/python/data_wrangling/pandas_join_merge_dataframe/ for an overview and https://pandas.pydata.org/pandas-docs/stable/merging.html for the full documentation."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "To illustrate the concept of joining the information of two dataframes with pandas, let's take a small subset of our `cities` and `countries` datasets: "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "cities2 = cities[cities['name'].isin(['Bern', 'Brussels', 'London', 'Paris'])].copy()\n",
    "cities2['iso_a3'] = ['CHE', 'BEL', 'GBR', 'FRA']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>name</th>\n",
       "      <th>geometry</th>\n",
       "      <th>iso_a3</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Bern</td>\n",
       "      <td>POINT (7.46698 46.91668)</td>\n",
       "      <td>CHE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>170</th>\n",
       "      <td>Brussels</td>\n",
       "      <td>POINT (4.33137 50.83526)</td>\n",
       "      <td>BEL</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>219</th>\n",
       "      <td>London</td>\n",
       "      <td>POINT (-0.11867 51.50194)</td>\n",
       "      <td>GBR</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>235</th>\n",
       "      <td>Paris</td>\n",
       "      <td>POINT (2.33139 48.86864)</td>\n",
       "      <td>FRA</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         name                   geometry iso_a3\n",
       "26       Bern   POINT (7.46698 46.91668)    CHE\n",
       "170  Brussels   POINT (4.33137 50.83526)    BEL\n",
       "219    London  POINT (-0.11867 51.50194)    GBR\n",
       "235     Paris   POINT (2.33139 48.86864)    FRA"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cities2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>iso_a3</th>\n",
       "      <th>name</th>\n",
       "      <th>continent</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>AFG</td>\n",
       "      <td>Afghanistan</td>\n",
       "      <td>Asia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>AGO</td>\n",
       "      <td>Angola</td>\n",
       "      <td>Africa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>ALB</td>\n",
       "      <td>Albania</td>\n",
       "      <td>Europe</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>ARE</td>\n",
       "      <td>United Arab Emirates</td>\n",
       "      <td>Asia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>ARG</td>\n",
       "      <td>Argentina</td>\n",
       "      <td>South America</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  iso_a3                  name      continent\n",
       "0    AFG           Afghanistan           Asia\n",
       "1    AGO                Angola         Africa\n",
       "2    ALB               Albania         Europe\n",
       "3    ARE  United Arab Emirates           Asia\n",
       "4    ARG             Argentina  South America"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "countries2 = countries[['iso_a3', 'name', 'continent']]\n",
    "countries2.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We added a 'iso_a3' column to the `cities` dataset, indicating a code of the country of the city. This country code is also present in the `countries` dataset, which allows us to merge those two dataframes based on the common column.\n",
    "\n",
    "Joining the `cities` dataframe with `countries` will transfer extra information about the countries (the full name, the continent) to the `cities` dataframe, based on a common key:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>name_x</th>\n",
       "      <th>geometry</th>\n",
       "      <th>iso_a3</th>\n",
       "      <th>name_y</th>\n",
       "      <th>continent</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Bern</td>\n",
       "      <td>POINT (7.46698 46.91668)</td>\n",
       "      <td>CHE</td>\n",
       "      <td>Switzerland</td>\n",
       "      <td>Europe</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Brussels</td>\n",
       "      <td>POINT (4.33137 50.83526)</td>\n",
       "      <td>BEL</td>\n",
       "      <td>Belgium</td>\n",
       "      <td>Europe</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>London</td>\n",
       "      <td>POINT (-0.11867 51.50194)</td>\n",
       "      <td>GBR</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>Europe</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Paris</td>\n",
       "      <td>POINT (2.33139 48.86864)</td>\n",
       "      <td>FRA</td>\n",
       "      <td>France</td>\n",
       "      <td>Europe</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     name_x                   geometry iso_a3          name_y continent\n",
       "0      Bern   POINT (7.46698 46.91668)    CHE     Switzerland    Europe\n",
       "1  Brussels   POINT (4.33137 50.83526)    BEL         Belgium    Europe\n",
       "2    London  POINT (-0.11867 51.50194)    GBR  United Kingdom    Europe\n",
       "3     Paris   POINT (2.33139 48.86864)    FRA          France    Europe"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cities2.merge(countries2, on='iso_a3')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**But**, for this illustrative example, we added the common column manually, it is not present in the original dataset. However, we can still know how to join those two datasets based on their spatial coordinates."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Recap - spatial relationships between objects\n",
    "\n",
    "In the previous notebook [02-spatial-relationships.ipynb](./02-spatial-relationships-operations.ipynb), we have seen the notion of spatial relationships between geometry objects: within, contains, intersects, ...\n",
    "\n",
    "In this case, we know that each of the cities is located *within* one of the countries, or the other way around that each country can *contain* multiple cities.\n",
    "\n",
    "We can test such relationships using the methods we have seen in the previous notebook:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "france = countries.loc[countries['name'] == 'France', 'geometry'].squeeze()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0      False\n",
       "1      False\n",
       "2      False\n",
       "3      False\n",
       "4      False\n",
       "       ...  \n",
       "238    False\n",
       "239    False\n",
       "240    False\n",
       "241    False\n",
       "242    False\n",
       "Length: 243, dtype: bool"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cities.within(france)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The above gives us a boolean series, indicating for each point in our `cities` dataframe whether it is located within the area of France or not.  \n",
    "Because this is a boolean series as result, we can use it to filter the original dataframe to only show those cities that are actually within France:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>name</th>\n",
       "      <th>geometry</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Monaco</td>\n",
       "      <td>POINT (7.40691 43.73965)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Andorra</td>\n",
       "      <td>POINT (1.51649 42.50000)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>186</th>\n",
       "      <td>Geneva</td>\n",
       "      <td>POINT (6.14003 46.21001)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>235</th>\n",
       "      <td>Paris</td>\n",
       "      <td>POINT (2.33139 48.86864)</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        name                  geometry\n",
       "10    Monaco  POINT (7.40691 43.73965)\n",
       "13   Andorra  POINT (1.51649 42.50000)\n",
       "186   Geneva  POINT (6.14003 46.21001)\n",
       "235    Paris  POINT (2.33139 48.86864)"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cities[cities.within(france)]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We could now repeat the above analysis for each of the countries, and add a column to the `cities` dataframe indicating this country. However, that would be tedious to do manually, and is also exactly what the spatial join operation provides us.\n",
    "\n",
    "*(note: the above result is incorrect, but this is just because of the coarse-ness of the countries dataset)*"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "## Spatial join operation\n",
    "\n",
    "<div class=\"alert alert-info\" style=\"font-size:120%\">\n",
    "    \n",
    "**SPATIAL JOIN** = *transferring attributes from one layer to another based on their spatial relationship* <br>\n",
    "\n",
    "\n",
    "Different parts of this operations:\n",
    "\n",
    "* The GeoDataFrame to which we want add information\n",
    "* The GeoDataFrame that contains the information we want to add\n",
    "* The spatial relationship we want to use to match both datasets ('intersects', 'contains', 'within')\n",
    "* The type of join: left or inner join\n",
    "\n",
    "\n",
    "![](img/illustration-spatial-join.svg)\n",
    "\n",
    "</div>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "-"
    }
   },
   "source": [
    "In this case, we want to join the `cities` dataframe with the information of the `countries` dataframe, based on the spatial relationship between both datasets.\n",
    "\n",
    "We use the [`geopandas.sjoin`](http://geopandas.readthedocs.io/en/latest/reference/geopandas.sjoin.html) function:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "joined = geopandas.sjoin(cities, countries, op='within', how='left')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>name_left</th>\n",
       "      <th>geometry</th>\n",
       "      <th>index_right</th>\n",
       "      <th>iso_a3</th>\n",
       "      <th>name_right</th>\n",
       "      <th>continent</th>\n",
       "      <th>pop_est</th>\n",
       "      <th>gdp_md_est</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Vatican City</td>\n",
       "      <td>POINT (12.45339 41.90328)</td>\n",
       "      <td>79.0</td>\n",
       "      <td>ITA</td>\n",
       "      <td>Italy</td>\n",
       "      <td>Europe</td>\n",
       "      <td>6.213780e+07</td>\n",
       "      <td>2221000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>San Marino</td>\n",
       "      <td>POINT (12.44177 43.93610)</td>\n",
       "      <td>79.0</td>\n",
       "      <td>ITA</td>\n",
       "      <td>Italy</td>\n",
       "      <td>Europe</td>\n",
       "      <td>6.213780e+07</td>\n",
       "      <td>2221000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Vaduz</td>\n",
       "      <td>POINT (9.51667 47.13372)</td>\n",
       "      <td>9.0</td>\n",
       "      <td>AUT</td>\n",
       "      <td>Austria</td>\n",
       "      <td>Europe</td>\n",
       "      <td>8.754413e+06</td>\n",
       "      <td>416600.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Lobamba</td>\n",
       "      <td>POINT (31.20000 -26.46667)</td>\n",
       "      <td>152.0</td>\n",
       "      <td>SWZ</td>\n",
       "      <td>Swaziland</td>\n",
       "      <td>Africa</td>\n",
       "      <td>1.467152e+06</td>\n",
       "      <td>11060.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Luxembourg</td>\n",
       "      <td>POINT (6.13000 49.61166)</td>\n",
       "      <td>97.0</td>\n",
       "      <td>LUX</td>\n",
       "      <td>Luxembourg</td>\n",
       "      <td>Europe</td>\n",
       "      <td>5.941300e+05</td>\n",
       "      <td>58740.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>238</th>\n",
       "      <td>Rio de Janeiro</td>\n",
       "      <td>POINT (-43.22697 -22.92308)</td>\n",
       "      <td>22.0</td>\n",
       "      <td>BRA</td>\n",
       "      <td>Brazil</td>\n",
       "      <td>South America</td>\n",
       "      <td>2.073534e+08</td>\n",
       "      <td>3081000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>239</th>\n",
       "      <td>São Paulo</td>\n",
       "      <td>POINT (-46.62697 -23.55673)</td>\n",
       "      <td>22.0</td>\n",
       "      <td>BRA</td>\n",
       "      <td>Brazil</td>\n",
       "      <td>South America</td>\n",
       "      <td>2.073534e+08</td>\n",
       "      <td>3081000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>240</th>\n",
       "      <td>Sydney</td>\n",
       "      <td>POINT (151.18323 -33.91807)</td>\n",
       "      <td>8.0</td>\n",
       "      <td>AUS</td>\n",
       "      <td>Australia</td>\n",
       "      <td>Oceania</td>\n",
       "      <td>2.323241e+07</td>\n",
       "      <td>1189000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>241</th>\n",
       "      <td>Singapore</td>\n",
       "      <td>POINT (103.85387 1.29498)</td>\n",
       "      <td>111.0</td>\n",
       "      <td>MYS</td>\n",
       "      <td>Malaysia</td>\n",
       "      <td>Asia</td>\n",
       "      <td>3.138199e+07</td>\n",
       "      <td>863000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>242</th>\n",
       "      <td>Hong Kong</td>\n",
       "      <td>POINT (114.18306 22.30693)</td>\n",
       "      <td>30.0</td>\n",
       "      <td>CHN</td>\n",
       "      <td>China</td>\n",
       "      <td>Asia</td>\n",
       "      <td>1.379303e+09</td>\n",
       "      <td>21140000.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>243 rows × 8 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "          name_left                     geometry  index_right iso_a3  \\\n",
       "0      Vatican City    POINT (12.45339 41.90328)         79.0    ITA   \n",
       "1        San Marino    POINT (12.44177 43.93610)         79.0    ITA   \n",
       "2             Vaduz     POINT (9.51667 47.13372)          9.0    AUT   \n",
       "3           Lobamba   POINT (31.20000 -26.46667)        152.0    SWZ   \n",
       "4        Luxembourg     POINT (6.13000 49.61166)         97.0    LUX   \n",
       "..              ...                          ...          ...    ...   \n",
       "238  Rio de Janeiro  POINT (-43.22697 -22.92308)         22.0    BRA   \n",
       "239       São Paulo  POINT (-46.62697 -23.55673)         22.0    BRA   \n",
       "240          Sydney  POINT (151.18323 -33.91807)          8.0    AUS   \n",
       "241       Singapore    POINT (103.85387 1.29498)        111.0    MYS   \n",
       "242       Hong Kong   POINT (114.18306 22.30693)         30.0    CHN   \n",
       "\n",
       "     name_right      continent       pop_est  gdp_md_est  \n",
       "0         Italy         Europe  6.213780e+07   2221000.0  \n",
       "1         Italy         Europe  6.213780e+07   2221000.0  \n",
       "2       Austria         Europe  8.754413e+06    416600.0  \n",
       "3     Swaziland         Africa  1.467152e+06     11060.0  \n",
       "4    Luxembourg         Europe  5.941300e+05     58740.0  \n",
       "..          ...            ...           ...         ...  \n",
       "238      Brazil  South America  2.073534e+08   3081000.0  \n",
       "239      Brazil  South America  2.073534e+08   3081000.0  \n",
       "240   Australia        Oceania  2.323241e+07   1189000.0  \n",
       "241    Malaysia           Asia  3.138199e+07    863000.0  \n",
       "242       China           Asia  1.379303e+09  21140000.0  \n",
       "\n",
       "[243 rows x 8 columns]"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "joined"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Asia             59\n",
       "Africa           57\n",
       "Europe           46\n",
       "North America    26\n",
       "South America    14\n",
       "Oceania           8\n",
       "Name: continent, dtype: int64"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "joined['continent'].value_counts()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Lets's practice!\n",
    "\n",
    "We will again use the Paris datasets to do some exercises. Let's start importing them again:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "districts = geopandas.read_file(\"data/paris_districts.geojson\").to_crs(epsg=2154)\n",
    "stations = geopandas.read_file(\"data/paris_bike_stations.geojson\").to_crs(epsg=2154)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<div class=\"alert alert-success\">\n",
    "\n",
    "**EXERCISE:**\n",
    "\n",
    "* Determine for each bike station in which district it is located (using a spatial join!). Call the result `joined`.\n",
    "\n",
    "</div>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "clear_cell": true
   },
   "outputs": [],
   "source": [
    "joined = geopandas.sjoin(stations, districts[['district_name', 'geometry']], op='within')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "clear_cell": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>name</th>\n",
       "      <th>bike_stands</th>\n",
       "      <th>available_bikes</th>\n",
       "      <th>geometry</th>\n",
       "      <th>index_right</th>\n",
       "      <th>district_name</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>14002 - RASPAIL QUINET</td>\n",
       "      <td>44</td>\n",
       "      <td>4</td>\n",
       "      <td>POINT (650791.111 6860114.328)</td>\n",
       "      <td>52</td>\n",
       "      <td>Montparnasse</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>143</th>\n",
       "      <td>14112 - FAUBOURG SAINT JACQUES CASSINI</td>\n",
       "      <td>16</td>\n",
       "      <td>0</td>\n",
       "      <td>POINT (651406.382 6859738.689)</td>\n",
       "      <td>52</td>\n",
       "      <td>Montparnasse</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>293</th>\n",
       "      <td>14033 - DAGUERRE GASSENDI</td>\n",
       "      <td>38</td>\n",
       "      <td>1</td>\n",
       "      <td>POINT (650694.991 6859723.873)</td>\n",
       "      <td>52</td>\n",
       "      <td>Montparnasse</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>346</th>\n",
       "      <td>14006 - SAINT JACQUES TOMBE ISSOIRE</td>\n",
       "      <td>22</td>\n",
       "      <td>0</td>\n",
       "      <td>POINT (651327.035 6859441.637)</td>\n",
       "      <td>52</td>\n",
       "      <td>Montparnasse</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>429</th>\n",
       "      <td>14111 - DENFERT-ROCHEREAU CASSINI</td>\n",
       "      <td>24</td>\n",
       "      <td>8</td>\n",
       "      <td>POINT (651261.351 6859926.893)</td>\n",
       "      <td>52</td>\n",
       "      <td>Montparnasse</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                       name  bike_stands  available_bikes  \\\n",
       "0                    14002 - RASPAIL QUINET           44                4   \n",
       "143  14112 - FAUBOURG SAINT JACQUES CASSINI           16                0   \n",
       "293               14033 - DAGUERRE GASSENDI           38                1   \n",
       "346     14006 - SAINT JACQUES TOMBE ISSOIRE           22                0   \n",
       "429       14111 - DENFERT-ROCHEREAU CASSINI           24                8   \n",
       "\n",
       "                           geometry  index_right district_name  \n",
       "0    POINT (650791.111 6860114.328)           52  Montparnasse  \n",
       "143  POINT (651406.382 6859738.689)           52  Montparnasse  \n",
       "293  POINT (650694.991 6859723.873)           52  Montparnasse  \n",
       "346  POINT (651327.035 6859441.637)           52  Montparnasse  \n",
       "429  POINT (651261.351 6859926.893)           52  Montparnasse  "
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "joined.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<div class=\"alert alert-success\">\n",
    "\n",
    "**EXERCISE: Map of tree density by district (I)**\n",
    "\n",
    "Using a dataset of all trees in public spaces in Paris, the goal is to make a map of the tree density by district. For this, we first need to find out how many trees each district contains, which we will do in this exercise. In the following exercise, we will then use this result to calculate the density and create a map.\n",
    "\n",
    "To obtain the tree count by district, we first need to know in which district each tree is located, which we can do with a spatial join. Then, using the result of the spatial join, we will calculate the number of trees located in each district using the pandas 'group-by' functionality.\n",
    "\n",
    "- Import the trees dataset `\"paris_trees.gpkg\"` and call the result `trees`. Also read the districts dataset we have seen previously (`\"paris_districts.geojson\"`), and call this `districts`. Convert the districts dataset to the same CRS as the trees dataset.\n",
    "- Add a column with the `'district_name'` to the trees dataset using a spatial join. Call the result `joined`.\n",
    "\n",
    "<details><summary>Hints</summary>\n",
    "\n",
    "- Remember, we can perform a spatial join with the `geopandas.sjoin()` function.\n",
    "- `geopandas.sjoin()` takes as first argument the dataframe to which we want to add information, and as second argument the dataframe that contains this additional information.\n",
    "- The `op` argument is used to specify which spatial relationship between both dataframes we want to use for joining (options are `'intersects'`, `'contains'`, `'within'`).\n",
    "\n",
    "</details>\n",
    "\n",
    "</div>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "clear_cell": true
   },
   "outputs": [],
   "source": [
    "# Read the trees and districts data\n",
    "trees = geopandas.read_file(\"data/paris_trees.gpkg\")\n",
    "districts = geopandas.read_file(\"data/paris_districts.geojson\").to_crs(trees.crs)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "clear_cell": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>species</th>\n",
       "      <th>location_type</th>\n",
       "      <th>geometry</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Marronnier</td>\n",
       "      <td>Alignement</td>\n",
       "      <td>POINT (455834.122 5410780.606)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Marronnier</td>\n",
       "      <td>Alignement</td>\n",
       "      <td>POINT (446546.284 5412574.697)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Marronnier</td>\n",
       "      <td>Alignement</td>\n",
       "      <td>POINT (449768.283 5409876.557)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Marronnier</td>\n",
       "      <td>Alignement</td>\n",
       "      <td>POINT (451779.708 5409292.071)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Sophora</td>\n",
       "      <td>Alignement</td>\n",
       "      <td>POINT (447041.361 5409756.712)</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      species location_type                        geometry\n",
       "0  Marronnier    Alignement  POINT (455834.122 5410780.606)\n",
       "1  Marronnier    Alignement  POINT (446546.284 5412574.697)\n",
       "2  Marronnier    Alignement  POINT (449768.283 5409876.557)\n",
       "3  Marronnier    Alignement  POINT (451779.708 5409292.071)\n",
       "4     Sophora    Alignement  POINT (447041.361 5409756.712)"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# The trees dataset with point locations of trees\n",
    "trees.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "clear_cell": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>species</th>\n",
       "      <th>location_type</th>\n",
       "      <th>geometry</th>\n",
       "      <th>index_right</th>\n",
       "      <th>id</th>\n",
       "      <th>district_name</th>\n",
       "      <th>population</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Marronnier</td>\n",
       "      <td>Alignement</td>\n",
       "      <td>POINT (455834.122 5410780.606)</td>\n",
       "      <td>43</td>\n",
       "      <td>44</td>\n",
       "      <td>Sainte-Marguerite</td>\n",
       "      <td>36476</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>130</th>\n",
       "      <td>Micocoulier</td>\n",
       "      <td>Alignement</td>\n",
       "      <td>POINT (455458.848 5411310.443)</td>\n",
       "      <td>43</td>\n",
       "      <td>44</td>\n",
       "      <td>Sainte-Marguerite</td>\n",
       "      <td>36476</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>142</th>\n",
       "      <td>Platane</td>\n",
       "      <td>Alignement</td>\n",
       "      <td>POINT (455704.681 5410991.067)</td>\n",
       "      <td>43</td>\n",
       "      <td>44</td>\n",
       "      <td>Sainte-Marguerite</td>\n",
       "      <td>36476</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>402</th>\n",
       "      <td>Cedrele</td>\n",
       "      <td>Alignement</td>\n",
       "      <td>POINT (455538.223 5411112.314)</td>\n",
       "      <td>43</td>\n",
       "      <td>44</td>\n",
       "      <td>Sainte-Marguerite</td>\n",
       "      <td>36476</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>428</th>\n",
       "      <td>Micocoulier</td>\n",
       "      <td>Alignement</td>\n",
       "      <td>POINT (455487.563 5411285.863)</td>\n",
       "      <td>43</td>\n",
       "      <td>44</td>\n",
       "      <td>Sainte-Marguerite</td>\n",
       "      <td>36476</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         species location_type                        geometry  index_right  \\\n",
       "0     Marronnier    Alignement  POINT (455834.122 5410780.606)           43   \n",
       "130  Micocoulier    Alignement  POINT (455458.848 5411310.443)           43   \n",
       "142      Platane    Alignement  POINT (455704.681 5410991.067)           43   \n",
       "402      Cedrele    Alignement  POINT (455538.223 5411112.314)           43   \n",
       "428  Micocoulier    Alignement  POINT (455487.563 5411285.863)           43   \n",
       "\n",
       "     id      district_name  population  \n",
       "0    44  Sainte-Marguerite       36476  \n",
       "130  44  Sainte-Marguerite       36476  \n",
       "142  44  Sainte-Marguerite       36476  \n",
       "402  44  Sainte-Marguerite       36476  \n",
       "428  44  Sainte-Marguerite       36476  "
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Spatial join of the trees and districts datasets\n",
    "joined = geopandas.sjoin(trees, districts, op='within')\n",
    "joined.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<div class=\"alert alert-success\">\n",
    "\n",
    "**EXERCISE: Map of tree density by district (II)**\n",
    "\n",
    "- Calculate the number of trees located in each district: group the `joined` DataFrame by the `'district_name'` column, and calculate the size of each group. We convert the resulting Series `trees_by_district` to a DataFrame for the next exercise.\n",
    "\n",
    "<details><summary>Hints</summary>\n",
    "\n",
    "- The general group-by syntax in pandas is: `df.groupby('key').aggregation_method()`, substituting 'key' and 'aggregation_method' with the appropriate column name and method. \n",
    "- To know the size of groups, we can use the `.size()` method.\n",
    "\n",
    "\n",
    "</details>\n",
    "\n",
    "</div>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "clear_cell": true
   },
   "outputs": [],
   "source": [
    "# Calculate the number of trees in each district\n",
    "trees_by_district = joined.groupby('district_name').size()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "clear_cell": true
   },
   "outputs": [],
   "source": [
    "# Convert the series to a DataFrame and specify column name\n",
    "trees_by_district = trees_by_district.to_frame(name='n_trees')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "clear_cell": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>n_trees</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>district_name</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Amérique</th>\n",
       "      <td>183</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Archives</th>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Arsenal</th>\n",
       "      <td>60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Arts-et-Metiers</th>\n",
       "      <td>20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Auteuil</th>\n",
       "      <td>392</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                 n_trees\n",
       "district_name           \n",
       "Amérique             183\n",
       "Archives               8\n",
       "Arsenal               60\n",
       "Arts-et-Metiers       20\n",
       "Auteuil              392"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Inspect the result\n",
    "trees_by_district.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<div class=\"alert alert-success\">\n",
    "\n",
    "**EXERCISE: Map of tree density by district (III)**\n",
    "\n",
    "Now we have obtained the number of trees by district, we can make the map of the districts colored by the tree density.\n",
    "\n",
    "For this, we first need to merge the number of trees in each district we calculated in the previous step (`trees_by_district`) back to the districts dataset. We will use the [`pd.merge()`](https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.merge.html) function to join two dataframes based on a common column.\n",
    "\n",
    "Since not all districts have the same size, it is a fairer comparison to visualize the tree density: the number of trees relative to the area.\n",
    "\n",
    "- Use the `pd.merge()` function to merge `districts` and `trees_by_district` dataframes on the `'district_name'` column. Call the result `districts_trees`.\n",
    "- Add a column `'n_trees_per_area'` to the `districts_trees` dataframe, based on the `'n_trees'` column divided by the area.\n",
    "- Make a plot of the `districts_trees` dataframe, using the `'n_trees_per_area'` column to determine the color of the polygons.\n",
    "\n",
    "\n",
    "<details><summary>Hints</summary>\n",
    "\n",
    "- The pandas `pd.merge()` function takes the two dataframes you want to merge as the first two arguments.\n",
    "- The column name on which you want to merge both datasets can be specified with the `on` keyword.\n",
    "- Accessing a column of a DataFrame can be done with `df['col']`, while adding a column to a DataFrame can be done with `df['new_col'] = values` where `values` can be the result of a computation.\n",
    "- Remember, the area of each geometry in a GeoSeries or GeoDataFrame can be retrieved using the `area` attribute. So considering a GeoDataFrame `gdf`, then `gdf.geometry.area` will return a Series with the area of each geometry.\n",
    "- We can use the `.plot()` method of a GeoDataFrame to make a visualization of the geometries. \n",
    "- For using one of the columns of the GeoDataFrame to determine the fill color, use the `column=` keyword.\n",
    "\n",
    "\n",
    "</details>\n",
    "\n",
    "</div>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "clear_cell": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>district_name</th>\n",
       "      <th>population</th>\n",
       "      <th>geometry</th>\n",
       "      <th>n_trees</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>St-Germain-l'Auxerrois</td>\n",
       "      <td>1672</td>\n",
       "      <td>POLYGON ((451922.133 5411438.484, 451922.080 5...</td>\n",
       "      <td>40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>Halles</td>\n",
       "      <td>8984</td>\n",
       "      <td>POLYGON ((452278.419 5412160.893, 452192.407 5...</td>\n",
       "      <td>40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>Palais-Royal</td>\n",
       "      <td>3195</td>\n",
       "      <td>POLYGON ((451553.806 5412340.522, 451528.058 5...</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>Place-Vendôme</td>\n",
       "      <td>3044</td>\n",
       "      <td>POLYGON ((451004.908 5412654.095, 450960.640 5...</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>Gaillon</td>\n",
       "      <td>1345</td>\n",
       "      <td>POLYGON ((451328.752 5412991.278, 451294.721 5...</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   id           district_name  population  \\\n",
       "0   1  St-Germain-l'Auxerrois        1672   \n",
       "1   2                  Halles        8984   \n",
       "2   3            Palais-Royal        3195   \n",
       "3   4           Place-Vendôme        3044   \n",
       "4   5                 Gaillon        1345   \n",
       "\n",
       "                                            geometry  n_trees  \n",
       "0  POLYGON ((451922.133 5411438.484, 451922.080 5...       40  \n",
       "1  POLYGON ((452278.419 5412160.893, 452192.407 5...       40  \n",
       "2  POLYGON ((451553.806 5412340.522, 451528.058 5...        4  \n",
       "3  POLYGON ((451004.908 5412654.095, 450960.640 5...        7  \n",
       "4  POLYGON ((451328.752 5412991.278, 451294.721 5...        7  "
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Merge the 'districts' and 'trees_by_district' dataframes\n",
    "districts_trees = pd.merge(districts, trees_by_district, on='district_name')\n",
    "districts_trees.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "clear_cell": true
   },
   "outputs": [],
   "source": [
    "# Add a column with the tree density\n",
    "districts_trees['n_trees_per_area'] = districts_trees['n_trees'] / districts_trees.geometry.area"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "clear_cell": true
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Make of map of the districts colored by 'n_trees_per_area'\n",
    "ax = districts_trees.plot(column='n_trees_per_area', figsize=(12, 6))\n",
    "ax.set_axis_off()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## The overlay operation\n",
    "\n",
    "In the spatial join operation above, we are not changing the geometries itself. We are not joining geometries, but joining attributes based on a spatial relationship between the geometries. This also means that the geometries need to at least overlap partially.\n",
    "\n",
    "If you want to create new geometries based on joining (combining) geometries of different dataframes into one new dataframe (eg by taking the intersection of the geometries), you want an **overlay** operation."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "africa = countries[countries['continent'] == 'Africa']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7fd65c91f2e8>"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "africa.plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "cities['geometry'] = cities.buffer(2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7fd65c866208>"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "geopandas.overlay(africa, cities, how='difference').plot()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<div class=\"alert alert-info\" style=\"font-size:120%\">\n",
    "<b>REMEMBER</b> <br>\n",
    "\n",
    "* **Spatial join**: transfer attributes from one dataframe to another based on the spatial relationship\n",
    "* **Spatial overlay**: construct new geometries based on spatial operation between both dataframes (and combining attributes of both dataframes)\n",
    "\n",
    "</div>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<div class=\"alert alert-success\">\n",
    "\n",
    "**EXERCISE: Exploring a Land Use dataset**\n",
    "\n",
    "For the following exercises, we first introduce a new dataset: a dataset about the land use of Paris (a simplified version based on the open European [Urban Atlas](https://land.copernicus.eu/local/urban-atlas)). The land use indicates for what kind of activity a certain area is used, such as residential area or for recreation. It is a polygon dataset, with a label representing the land use class for different areas in Paris.\n",
    "\n",
    "In this exercise, we will read the data, explore it visually, and calculate the total area of the different classes of land use in the area of Paris.\n",
    "\n",
    "* Read in the `'paris_land_use.shp'` file and assign the result to a variable `land_use`.\n",
    "* Make a plot of `land_use`, using the `'class'` column to color the polygons. We also add a legend. Note: it might take a few seconds for the plot to generate because there are a lot of polygons.\n",
    "* Add a new column `'area'` with the area of each polygon.\n",
    "* Calculate the total area in km² for each `'class'` using the `groupby()` method, and print the result.\n",
    "\n",
    "<details><summary>Hints</summary>\n",
    "\n",
    "* Reading a file can be done with the `geopandas.read_file()` function.\n",
    "* To use a column to color the geometries, use the `column` keyword to indicate the column name.\n",
    "* The area of each geometry can be accessed with the `area` attribute of the `geometry` of the GeoDataFrame.\n",
    "* The `groupby()` method takes the column name on which you want to group as the first argument.\n",
    "\n",
    "</details>\n",
    "\n",
    "</div>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {
    "clear_cell": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>class</th>\n",
       "      <th>geometry</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Water bodies</td>\n",
       "      <td>POLYGON ((3751386.281 2890064.323, 3751395.345...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Roads and associated land</td>\n",
       "      <td>POLYGON ((3751390.345 2886000.000, 3751390.345...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Roads and associated land</td>\n",
       "      <td>POLYGON ((3751390.345 2886898.192, 3751390.370...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Roads and associated land</td>\n",
       "      <td>POLYGON ((3751390.345 2887500.000, 3751390.345...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Roads and associated land</td>\n",
       "      <td>POLYGON ((3751390.345 2888647.357, 3751390.370...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                       class  \\\n",
       "0               Water bodies   \n",
       "1  Roads and associated land   \n",
       "2  Roads and associated land   \n",
       "3  Roads and associated land   \n",
       "4  Roads and associated land   \n",
       "\n",
       "                                            geometry  \n",
       "0  POLYGON ((3751386.281 2890064.323, 3751395.345...  \n",
       "1  POLYGON ((3751390.345 2886000.000, 3751390.345...  \n",
       "2  POLYGON ((3751390.345 2886898.192, 3751390.370...  \n",
       "3  POLYGON ((3751390.345 2887500.000, 3751390.345...  \n",
       "4  POLYGON ((3751390.345 2888647.357, 3751390.370...  "
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Import the land use dataset\n",
    "land_use = geopandas.read_file(\"zip://./data/paris_land_use.zip\")\n",
    "land_use.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {
    "clear_cell": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7fd65c7da780>"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1080x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Make a plot of the land use with 'class' as the color\n",
    "land_use.plot(column='class', legend=True, figsize=(15, 10))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {
    "clear_cell": true
   },
   "outputs": [],
   "source": [
    "# Add the area as a new column\n",
    "land_use['area'] = land_use.geometry.area"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {
    "clear_cell": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "class\n",
       "Continuous Urban Fabric             45.943090\n",
       "Discontinuous Dense Urban Fabric     3.657343\n",
       "Green urban areas                    9.858438\n",
       "Industrial, commercial, public      13.295042\n",
       "Railways and associated land         1.935793\n",
       "Roads and associated land            7.401574\n",
       "Sports and leisure facilities        3.578509\n",
       "Water bodies                         3.189706\n",
       "Name: area, dtype: float64"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Calculate the total area for each land use class\n",
    "total_area = land_use.groupby('class')['area'].sum() / 1000**2\n",
    "total_area"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<div class=\"alert alert-success\">\n",
    "\n",
    "**EXERCISE: Intersection of two polygons**\n",
    "\n",
    "For this exercise, we are going to use 2 individual polygons: the district of Muette extracted from the `districts` dataset, and the green urban area of Boulogne, a large public park in the west of Paris, extracted from the `land_use` dataset. The two polygons have already been assigned to the `muette` and `park_boulogne` variables.\n",
    "\n",
    "We first visualize the two polygons. You will see that they overlap, but the park is not fully located in the district of Muette. Let's determine the overlapping part.\n",
    "\n",
    "* Plot the two polygons in a single map to examine visually the degree of overlap\n",
    "* Calculate the intersection of the `park_boulogne` and `muette` polygons.\n",
    "* Print the proportion of the area of the district that is occupied by the park.\n",
    "\n",
    "<details><summary>Hints</summary>\n",
    "\n",
    "* The intersection of to scalar polygons can be calculated with the `intersection()` method of one of the polygons, and passing the other polygon as the argument to that method.\n",
    "\n",
    "</details>\n",
    "\n",
    "</div>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [],
   "source": [
    "land_use = geopandas.read_file(\"zip://./data/paris_land_use.zip\")\n",
    "districts = geopandas.read_file(\"data/paris_districts.geojson\").to_crs(land_use.crs)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [],
   "source": [
    "# extract polygons\n",
    "land_use['area'] = land_use.geometry.area\n",
    "park_boulogne = land_use[land_use['class'] == \"Green urban areas\"].sort_values('area').geometry.iloc[-1]\n",
    "muette = districts[districts.district_name == 'Muette'].geometry.squeeze()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7fd65c673ac8>"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot the two polygons\n",
    "geopandas.GeoSeries([park_boulogne, muette]).plot(alpha=0.5, color=['green', 'blue'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {
    "clear_cell": true
   },
   "outputs": [],
   "source": [
    "# Calculate the intersection of both polygons\n",
    "intersection = park_boulogne.intersection(muette)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {
    "clear_cell": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7fd65c80fd68>"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot the intersection\n",
    "geopandas.GeoSeries([intersection]).plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {
    "clear_cell": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.4352082235641065\n"
     ]
    }
   ],
   "source": [
    "# Print proportion of district area that occupied park\n",
    "print(intersection.area / muette.area)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<div class=\"alert alert-success\">\n",
    "\n",
    "**EXERCISE: Intersecting a GeoDataFrame with a Polygon**\n",
    "\n",
    "Combining the land use dataset and the districts dataset, we can now investigate what the land use is in a certain district.\n",
    "\n",
    "For that, we first need to determine the intersection of the land use dataset with a given district. Let's take again the *Muette* district as example case.\n",
    "\n",
    "* Calculate the intersection of the `land_use` polygons with the single `muette` polygon. Call the result `land_use_muette`.\n",
    "* Make a quick plot of this intersection, and pass `edgecolor='black'` to more clearly see the boundaries of the different polygons.\n",
    "* Print the first five rows of `land_use_muette`.\n",
    "\n",
    "<details><summary>Hints</summary>\n",
    "\n",
    "* The intersection of each geometry of a GeoSeries with another single geometry can be performed with the `intersection()` method of a GeoSeries.\n",
    "* The `intersection()` method takes as argument the geometry for which to calculate the intersection.\n",
    "\n",
    "</details>\n",
    "\n",
    "</div>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [],
   "source": [
    "land_use = geopandas.read_file(\"zip://./data/paris_land_use.zip\")\n",
    "districts = geopandas.read_file(\"data/paris_districts.geojson\").to_crs(land_use.crs)\n",
    "muette = districts[districts.district_name == 'Muette'].geometry.squeeze()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {
    "clear_cell": true
   },
   "outputs": [],
   "source": [
    "# Calculate the intersection of the land use polygons with Notre Dame\n",
    "land_use_muette = land_use.geometry.intersection(muette)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {
    "clear_cell": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7fd65c10cd68>"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXcAAAD4CAYAAAAXUaZHAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8QZhcZAAAgAElEQVR4nOydd3hURReH39meTe8FQg2ICIgSsACKKF1AQWkKRCki+FEs2EX9rHwqigUpilRpAgIqRUTp0qtUkZLeezZb7nx/7BITEkIggZBw3+fJ4+bMmZlzBX5777kzZ4SUEhUVFRWV6oWmsgNQUVFRUal4VHFXUVFRqYao4q6ioqJSDVHFXUVFRaUaooq7ioqKSjVEV9kBXEsCAgJknTp1KjsMFRUVlQph9+7dyVLKwJLabihxr1OnDrt27arsMFRUVFQqBCHEmYu1qWkZFRUVlWqIKu4qKioq1RBV3FVUVFSqIaq4q6ioqFRDLinuQohwIcQGIcQRIcRhIcQYl725EGK7EGKfEGKXEKKVy24QQswUQhwUQuwXQrRz2c1CiJ+EEEdd43xQaI4oIUSSa6x9QoihhdoGCyFOuH4GF7LXFUL86bIvFEIYKvD/i4qKikqVpix37nbgOSnlzcCdwCghRGNgIvCWlLI58Ibrd4BhAFLKpkAH4GMhxPl5PpJSNgJuA1oLIboUmmehlLK562cGgBDCD5gA3AG0AiYIIXxd/h8Ck6SUDYA0YMgVXL+KiopKteSS4i6ljJNS7nF9zgKOADUACXi53LyBWNfnxsB6l38ikA5ESilzpZQbXHYrsAeoeYnpOwHrpJSpUso0YB3QWQghgPbAEpffLOChS1+uioqKyo3BZeXchRB1cN51/wmMBf4nhDgHfAS87HLbD/QUQuiEEHWBFkD4BeP4AN1xfQm46C2EOCCEWCKEOO9fAzhXyCfaZfMH0qWU9gvsJcU83JU22pWUlHQ5l6tSASiKwtGjRys7DBWVG44yi7sQwgP4ARgrpcwEngbGSSnDgXHANy7Xb3GK7S7gU2ArztTO+XF0wPfAZCnlKZd5JVBHStkM+BXnnTiAKCEUWYq9uFHKaVLKSCllZGBgiRu5VK4iz74wnptvvhkhBKtXr67scFRUbhjKJO5CCD1OYZ8npVzqMg8Gzn9ejDMnjpTSLqUc58qd9wR8gBOFhpsGnJBSfnreIKVMkVLmu36djvNuH5xfEoXv+mviTP8kAz6uL4rCdpXriJkzv+PbuQsJGez8o+7SpQt333MfW7ZsqeTIVFSqP2VZLSNw3pUfkVJ+UqgpFrjX9bk9LgF3rYpxd33uANillH+5fn8HZ35+7AVzhBb6tQfOvD7AGqCjEMLX9SK1I7BGOo+P2gA84vIbDPxYpitWuSZs3bqV/4x7Ds/ur2IMicC9UVsMfjXYey6dNm3aIIRQRV5F5SpSljv31sBAoH2hpYpdca6K+VgIsR94Dxju8g8C9gghjgAvuvoihKgJvIrzheueC5Y8jnYtj9wPjAaiAKSUqcB/gZ2un7ddNlxjPyuEOIkzB38+LaRSyZw5c4YHez6Me8cx6APCyTm+ldy/d+L34PNY405gqnsbAG3atEGj0bBx48ZKjlhFpfohbqQzVCMjI6VaOOzqkp2dzW0t7yS95t24t+iJYrcSOyUK73sGYY89ijXhFMFRk7GmxpD++3fkndhW0HfhwoX06dOnEqNXUalaCCF2SykjS2pTd6iqVBiKotC7T39SzeGYbrqHrAPriJ81Dr1PCDqPALKPbsG/9wQADH41COr1KrVfXIV/9+cB6Nu3L0IIFi1aVJmXoaJSLVDFXaXCeOHFl9hx/BzmtlEkLniZ9N+/xZZ8Bs+7+5P80yd43d0Pnad/sX4ejdtR+8VVBPZ5G1BFXkWlIlDFXaVCmDVrNtNnzcejywukrvwfQqNF5+aJ9x29sBzZiN47EO87epc6hrnu7SWK/MyZM6/FJaioVCtUcVcpN9u2bWPUmHF4dH+F7B1LsCaewrP1AOw5GeiDG5Bz4k8CXOmYsnChyA8fNRpvXz/++OOPq3UJKirVDlXcVcrF2bNn6dbjIdw7/Adr7FEy968laMBE8qP/QsnPIXXN53i3GYDOw++yxz4v8hjcyUxPp0vP3jS6pQmzZ8++CleiolK9UMVd5YrJzs7mgc7d0NzaA6E3krp+GgE9XkLr7k3WLue2A+82j+HV8srL/qRvWYA9IwG3iFYEDpvBmdR8Bg8ejBCC77//vqIuRUWl2qGKu8oVoSgKj/QdQIpbDYz1WpL0wzt4t3kMt3q3k/D9KwAEPvoWXpE9r3gOa9IZMjbPRWh0BDz8KkKrJ3jwpxhqNAZgwIABCCGYM2dOhVyTikp1QhV3lSvixZdf5c+jZzC3HkTiwtdwa3AH3q16kfv3LqzxJzEE18dcr8WlB7oIimIn7ttnAAgZ8iUazb9/VUV+Fn6dRxP82EQQgkGDBiGEYPHixeW+LhWV6oIq7iqXzZw5c5k6czYeXceT+tPHaN28CHjwORRrLklL3gQgeMCH5ZojadEEQOLV+jEMfkULftqyUjGG3YSpZmNqj19JcL/3AejTpw9CCFauXFmuuVVUqgOquKtcFr///jtP/2eMc2XM3lVYE04RNMApronzxgPg13UcGoPpiudI3fAtljP7MQTWwbdN/2LtWpOZlB/fx3LuEACm2k2dq2t6vwFAjx49EEKwdu3aK45BRaWqo4q7SplZv3493R/qjUfX57Gnx5OxYzmBj/4XjcFMypovyE88jSGwNp5N77/iOXL/3knWjqUIvZHgqMkl+oQM/wZjndtIWvIWyUv/iz0jAQBzRCvnjtceLwDQqVMnhBBs2LDhiuNRUamqqOKuUiZ+/fVXevbug3u38WjdfUle9TG+9w/HEFyXzN0ryN632inIgyZd8Rz2rBSSlrwFQNhT3xTJsxdGo9Hg98BThD71DYotn9gZI8nYOAvFmgeAx833UvvFVfh1cubs27dvjxCCzZs3X3FsKipVDVXcVS7J2rVreeiRvnh0G48hqC6Ji97AvWFrPG/tSN6pPaT9Og2AsGHT0Oiu7JxyRVGI+dp5DG7wYxPRuftcso/O7EVQ33cI7v8+ece3EfP1k2Qf+g0pFQA8m3em9our8LnPOW7btm0RQrBt27bShlVRqRao4q5SKqtXr6ZXn/54PPgSxpqNSfnxA7RuXvh3G0t+/EkSFzvz3CGDPy2xbkxZSZz3Aih2fO6NwlSz8WX1NYY1JGTo1/jcE0XGhm9I+G40+TH/Hu3n3ephwl9YgXdrZ/7+7rvvRgjBjz+qRwCoVF/Ukr8qF+Xnn3+mz4CBeDz4MsbQBqSt/oy8f/YSOnwa9uw04qY/BUBg7zcwR7S64nnSN88nY8t8TLWaEtz//XLFrCh20tZOIeevP3CPiMS73VB0XgGF2hXSf59J1s5loNES0bAh82Z9h6IohIaGUrt27XLNr6JyLSmt5K8q7iolsmrVKvo9PhjP7q+gD6ztfHGZFkfQoEmgOIj5ajAAft2exbNJ+yuexxL9FwnzxqMxuBE+ruLWqduzU0ld8SGWuJN439kbz1a90Oj/XcGTH3uMhAWv4N7kfnL2r0EqDmrVi+DY4YOYTFe+0kdF5Vqi1nNXuSxWrFhB38cH49njVXTewSTMeRYlN4OQYVOdwj4lCgCf+4eVS9gVSzYJruWTNUbNuoT35aHz8CNowIcEPvomuYc3EPv1EHKObERKiT0zicTFE/Bs0RP/jiMJcj0tnD11knr161doHCoqlYXu0i4qNxLLly/n8aghePV8DY3BTNys0RgCahPw6Ns4MhKInTYMAK/WA/AuR2kBgOivogAIeeILNAZzeUMvEbdaTXEbPp3MXT+Stm4K2TuX4cjPxVSzMb73DgLAEBKB152PYs9IJO7IH/zwww/07l16eWIVlesd9c5dpYClS5fyeNQQPHu+jnQ4iJ/zLG51Iwnq+w6O9NgCYfdpPxTfNgPKNVfMtOFImwWvto9jDKpTAdE7UawW4ue/hCX2aBG7V2RPwkbOQutXE52nP/4Pv1bQptEZ8L13MIE9XgCNlkceeYQbKV2pUj1RxV0FgCVLfmDgk8PwfOgNHFlJJC56Hc+WD+PfdQz2zCTi57p2n3YejXc5qjwCpG+aiz0tFn1AbXzv7lcR4ReQvPRtZ9plwaskr/oYRVEK2jQ6AwEPPkdQv/cuuoa+xgjnOesdOnas0LhUVK41qrirMHfuPKKGPYX3wxOwxRwheeXHeLbogU/r/tiSzxE3ayxKXhZ+XcfheWv5RM8Se5SMrQtAoyPkic8q6AqcZO1fS378SUIem0jIwI+xJZ4i/uso8s4eLPMYOs8A3G+5j/W//sqxY8cqND4VlWuJKu43MFJK3vvgQ0aMeQ63e4eRuXEWaZvmYKjZGOvZfVjOHCBu9rMouZkEPfpWucoKgDNlkjDHeRh22LCv0Wgq7pWPPTuV9A0z8OsyBp2nP4bAOoRETca9yQMkLnwNRXGUeayAB58DoFGjRhUWn4rKtUYV9xuU3Nxc+vR/jLfe/RDpFUrKT5OQGh01RnxLUO/XsSZHk7B4AtKWR+jQKbjVu73cc8bPGg2AX5fR6H1Cyj1eYZT8XJT83CI2odGCw4oxIByNRntZ44W4yiiMGDGiwmJUUbmWXFLchRDhQogNQogjQojDQogxLntzIcR2IcQ+IcQuIUQrl90ghJgphDgohNgvhGjnspuFED8JIY66xvmg0BxGIcRCIcRJIcSfQog6hdoGCyFOuH4GF7LXdfmecPW9sn3vNyC7du2idr0Iliz8HmtuJootn9AhXxLY+w00Jg80OgPmpg+gc/clfMwiDP41yz1n+pbvsaXGYqrTHM9mFZ/PNvjXxLfjKFJ/+YyUZe/iyM3AnplIxp5f8O0y9rLHM4Y2wFjzFqZOncrZs2crPF4VlavNJTcxCSFCgVAp5R4hhCewG3gI+BSYJKX8RQjRFRgvpWwnhBgFREopnxBCBAG/AC0BE3CHlHKDS4jXA++5+o8EmkkpRwgh+gEPSyn7CiH8gF1AJCBdc7eQUqYJIRYBS6WUC4QQXwP7pZRTSruWG3kTk5SSPXv28NY777Fy+VIAjIG18Ok8GlPY1U0/2DOTiJnyBADhL6y46MvMCpkrN5OUpW9jTT6HPiAcjUZH0IAPLt2xBBRF4dz/ehR8FkJUZKgqKuWmXJuYpJRxUso9rs9ZwBGgBk6x9XK5eQOxrs+NcQo3UspEIB2n2OdKKTe47FZgD3D+lrAncH4XyxLgfuH8l9QJWCelTJVSpgHrgM6utvYuX1x9y7eEoxqSkpLCsmXLeGrkM9SoXZfIyEhWLl+KzsOXgIdfIeTJr666sAPEzfwPAEJnIGneCyiK/arNpTN7Efz4R/i0i0LJTsXPlT+/EjQaDUF93wGgQwd19YxK1eKy3mi50iW3AX8CY4E1QoiPcH5J3O1y2w/0FEIsAMKBFq7/7ig0jg/QHTi/XKIGcA5ASmkXQmQA/oXtLqJdNn8gXUppv8BeUszDgeEAtWrVupzLrXKkpqayceNG1vz6G2vXrSfm3Bm86jQhK8+K5dxZtGZvvO58tFwHVl8uaX/MRrHl49WqN153PkLSotdJ+GYUwYMnXbWNSwCezbvg2bxLucdxq9McfUAt1q//lUOHDtGkSZMKiE5F5epT5udjIYQH8AMwVkqZCTwNjJNShgPjgG9crt/iFNtdOFM3WwF7oXF0wPfAZCnlqfPmEqaUV2AvbpRympQyUkoZGRgYWPpFVjHS09NZsWIFo/4zhgaNmxJWsxbDX36fhYcyyW7WB/d7osjKSMcadwzPyJ6EjZpzTYXdnpFA5o4fMIbdhE+7KLRungQN+BCdbyjxM57Gnpl8zWIpDyFPfAFA06ZNcTjKvupGRaUyKZO4CyH0OIV9npRyqcs8GDj/eTHQCpx33lLKcVLK5lLKnoAPcKLQcNOAE1LKTwvZonHe3Z8Xf28gtbDdRU2c6Z9kwMflW9herZFSsn//ft559z2at7yLkLCaDHnxHb4/kE52i8EEDp2GUr81+af3krTsXbJ3LEUfehM1Rn6H3/1Dr2quuyTivhuD0OoJ6P58Qb5aozcS0Ot13Oq1IGH25b/orAw0Gg3BAz8GoEeP8pVcUFG5VlwyLePKb38DHJFSflKoKRa4F/gdZ/77hMvfjPNFbY4QogNgl1L+5Wp7B6dwD71gmhU4vyy2AY8Av0kppRBiDfCeEMLX5dcReNnVtsHlu8DVt1oW587KymLWrFls37WHn3/+GYfQo6/TAm3dLgTfOx7psJP39w6ytn5P7pmD6L38MdRpQVi358pVX728pP4+E+mw4ddxJDrPgCJtQqPF1LA1Oce3V1J0l48p7CbcGt7Fzz//xIkTJ2jQoEFlh6SiUiplWS3TBtgEHATO7+V+BcjEmTPXARZgpJRytysvv8blGwMMkVKeEULUxJk/Pwrku8b5Qko5QwhhAubgzOenAv3Op2yEEE+65gN4V0o502Wvh1PY/YC9wONSyvPjlkhVWS0THR3NxIn/Y+e+A+zZtQOr1YpXix543NoJvV8N7FnJ5J87RN6RP8j9Zx96Tz8MtZvjfXc/dF6Vn3qypccTO/0pTOG3ENT33RJXmSQvfgPp5kPgg89WQoRXRuHVM2rtGZXrAbWeu4vrVdyllBw8eJCly5azYPFSzp45jdUhMTdpj0/rASTMG4/UaDH51yD3zEGU/Bz0nn7oa9yCd+v+Fb4hqLyc+6wf0mEnbNjUEp8e7BmJxM4YQdiIb8t0nN71RM7RzST/+AFfffUVTz/9dGWHo3KDU5q4qyV/KwmbzcamTZtY9MMyli3/EYtNQVevFbomfdB77idvx1Kydi4n7+hm7FnJoNGh8wzEt8MI3CLuQKO9Pv/o0rcvQTrs+N4/rERhl1KStXMZxsBaVU7YAdwbtSF1jQcjR45k6NCh6PX6yg5JRaVErk+FqKZkZmayevVqvl/8A+vWrMHoHwa1IjF2fhGfgNrkHttC2s+fIDVavO/ugzXxNOab7sZ8U2s02utfRBRLNhkbZ2EIro9HCbtQcw6uI+2P2UibhYBer5UwQtUg9IkviJkSxcO9erNq5YrKDkdFpURUcb/KREdHs2LFCuYtWsrundvxrNUEpVYLfAZ+VvCi0Zp0moTv/oMtPRGfewbi0bwL4jq9My+NhHnjnatjHny+WJ49P+YoKeu+xveBEbg3uf+ar9ypSHReARhrNOKnVStJT0/Hx6fqPYGoVH+qnoJUARwOB1FPPMHqdevJyc7BPaIl1G5J0PCn0BiLbtxJXvkRuce34dW8E4H9B6A1eVRS1OUj+/h2bOkJeN/RG/0FtWgUSzZJy97F8/bueDbrUEkRViwBvd4g5vMBdOrShT+3bavscFRUiqGK+1VgUNSTzJ87B2NoA4JHfFXiXbhit5I47wUceVmERn1WTBCrEopiJ2XZO2i9AvG6s0+RNiklab98hs7DD992UZUT4FVAZ/bCVKc5O7ZvJzo6mpo1q+6fn0r1pOo+G1+nTJ8+nflzZ2MMqU/IoEklCrs9K5n46cPR6I2ERk2u0sIOkLz0PYTO4NyspCv6biDnwBryzh4koM9/Kym6q0dgz5cAaNK0aSVHoqJSHFXcK5Bdu3YxfPhwtGZvggZOKtEn79xh4r99Brc6txHY9z00VTQNc578hFPknd6L+81tMdW8pUibNfksqetn4NftWXRmr4uMUHXRmDzwbNWLjPR0li1bVtnhqKgUQRX3CiI5OZmWLVsCEPb0zBJfGGbtX0PS4gl439UHn86jq+RL0wtJmPM8QmfAp/2wInZpt5K89B3cb7obc0SrSoru6uN335MgNPTq1Yvc3NxLd1BRuUao4l4BKIrCo/0eQ2vyIHzMAjS64ueGpP46jbT10wl48Dk8W/WqFrXBUzd8CxqBf6dnir0ITv9tOgJ5RQdlVDVCBjmrcnTs1LmSI1FR+RdV3CuAt995l30nY6gxak6xNIuiOEha+Bq5f20geMAHmBveVUlRViz2jASydv2IMfQmzI3aFGnLPb6N7MO/E9j3nSq95LGsGEMicKvfki2bNzF37tzKDkdFBVDFvdz8/PPPfPTp57h3G1/sZaLDkk3it6OwZyUTEvU5xpCISoqy4on9ZhRCZ8C/27NFnkLsmUmk/DQJn/ueROcdXIkRXlsCer2KsVYznh3/Eunp6ZUdjoqKKu7l4e+//6b/44Pw6Pp8sa32tpQY4meMQOcdRPCgSei8Ai4yStUjedUkQOLfZUyR65KKg5Tl72OqeXOFHJRRldBodIT0fw+l5u30e2yQWlhMpdJRxf0KycnJoXO3HhgiHy22SiTv3CHi54zD/ea2+PeegMbgVklRVjyWmCPkHN2IOeIO3C9Ix2Ru/R5HdjL+vV+vpOgqH/d7nmT7oRNM+nRyZYeicoOjivsVIKVkYNSTpLqFYb6tW5G2/LgTJC1+E43JE+/2wxEabaljWWKOkLB4Apl7Vl3NkCsERbGTMPcFNEZ3/Do9U6zd8s8eJAJbwj+VEN31gdDpce/8LG+89RZHjx6t7HBUbmCq/lq8SmDy51/w2/a9ePX5oEi+Oe/UbpKWv4/7rZ3IPbiOrJ3LUCxZWKMPFxwp59n0fjxbPwZAxo6lZGyai3ujNqSt+xq3epHXXfnewiTOfwmhMxD48CtQwovSoAEfkrl1AfHzxmMKjSD4sf9VQpSVj943DFOrvjw2+El2btt8Q7xUVrn+UP/WXSY7d+7k1TfexL3reDR6Y4E959gWkpa/h3ebx/C/fxjujduRs/cn8qOPog9vhnf7objf1o20bUuQigNFsZO1fQlerXojAK3ZC62HX+Vd2CVI27IAa8I/eLfsidBoOffJI2QfWl/ER2j1eLcdiO+9UViTz1ZSpNcH7s27cCo+le+//76yQ1G5QVHv3C+D1NRUuj/cG/N9I9D7hhbYcw6tJ2XtV/h1eBqPpg8A4NdxZLH+tvR4MrYuJD/mCDrfMIRGQ/aelej9axIy+LMS18dfD1hTY8jcPBehM+CwWkhY+Bqmei1IXTsFY0hD9AHhRfwdqWcxht1cSdFeHwiNFmPrwTz/0qv06dNHrfuucs1Rxb2MKIpCn/6PY68ZicdNdxfYsw+uI3XdVPwffB73i6xhzzt7kLRfPsOWmQRCgyMnHVN4E2o8c/2viVYUO3EznCcO+bQdRNrGWXi37ofPXX1J+ekTkpa+7fxiclW7lFKSc3w7viXk5G80TLWakWXyY86cuTz55BOVHY7KDYaalikjH0z8H7uPn8W97aACmz0zmdR1UwnoMf6iwh779RCSFk/Anp2K162dCBs6pdgqk+uZxLnjQSp4tX4Mr1YPUfv5Zfjc1RcA3y5jseekETNtGNkH1+PIy8KWfBZpt+IWcUclR359oG/Vl1ffeBOr1VrZoajcYKh37mVg586dvPvBRHwHfIQodCJS+q9TMIU2KLV2ii0zGQTUHDUbrdn7WoRbYaRvnk9+3HGMIfXxbdO/WLtGoyFs6FQyti4ka9sCUtd8gdbsjd43VH2J6MIU3oQs92C+njqN0f9Rn2ZUrh2quF+CrKwsOnXrjqgdic4rqMCe988e8s4cIPSpb0rt71bnViwxR7Am/oNbneZXO9wKwxL9Fxlb5oNGS9DAjy/qp/P0x7+T8/2CPSedrJ3LcKtffQuFXQnG1gN5fcJbPP7YAPz8rt+X5irVC/X26hJ8/MknpCUlkHNoPTFfDiR51SQc+Tmk/jIZj8ielyxl69mqF9JqIe/Qr9co4vKjWHJJmDcegNAhU9BoynYPoHP3wbfdE5jCb7m08w2EIage+oi7GPPs85UdisoNxCXFXQgRLoTYIIQ4IoQ4LIQY47I3F0JsF0LsE0LsEkK0ctkNQoiZQoiDQoj9Qoh2hcZ6VwhxTgiRfcEcUUKIJNdY+4QQQwu1DRZCnHD9DC5kryuE+NNlXyiEuCpLTZ4ZNYqnR43GaHIDjY7cE1uJ/rQvUrHj2/bxS/Y/f7eedfh3pMN+NUIsEak4yNy2kOjJA0jf8C32jIQy942bOQoAvy5jMfiFXa0QbyjMrQeyfOXPrF+//tLOKioVQFnu3O3Ac1LKm4E7gVFCiMbAROAtKWVz4A3X7wDDAKSUTYEOwMdCiPPzrAQu9sy+UErZ3PUzA0AI4QdMAO5w9ZsghPB1+X8ITJJSNgDSgCFlvejLISAggK+++Ixjfx3iwQ7tQHEA4Nbg0tUdFbuVxPkvojG4EdBj/DWr327PSCRx7gtk7VmF1939yI8+ROyMp0mY8yxZ+1bjyMsq8JV2G7a0WPJO7yNr/1oSFr6OPTMJt4hWeDZ74JrEeyOgMZoxP/AMj/YbwMmTJys7HJUbgEuqjZQyDohzfc4SQhwBagASOJ+T8AZiXZ8bA+td/olCiHQgEtghpdwOXE4t807AOillqqvfOqCzEGIB0B4Y4PKbBbwJTCnrwJdL7dq1WbZkEYcPH6b/44M4fmILWSEReDR94KIlBqzxJ8k7d5iwoVPQ+4eX6FPRZB/eQOrar3Cr1ZTQxyei0ejwiuyBYskmY/ticnYuJe3Xqeh9grHnpKPk56IxmNAazWiN7ji0esyN2+Hf7dlrEu+NhFvd21Ba9qXlnXfz7fSpPPTQQ9Wirr/K9Ym4nOp1Qog6wEagCU6BXwMInE8Ad0spzwghhuO8Y+8PhAN7gSFSyh8KjZMtpfQo9HsU8D6QBBwHxkkpzwkhngdMUsp3XH6vA3nAd8B2KWWEyx4O/CKlbFJCzMOB4QC1atVqcebMmTJfb2ls376d0c++wNG/z5Cv98S/49MYguoW84uf+Qym8Kb4PPBUhcx7MewZiWRsmE7umQP4dRiJe+N7L+6bmUzeqZ3oA+tgCK5/3W6eqq5Yzh0i77cpNL2pHpP+92HBCV4qKpeLEGK3lDKyxLayirsQwgP4A3hXSrlUCDEZ+ENK+YMQog8wXEr5gBBCB/wPuA84A+iBqVLKHwuNdaG4+wPZUsp8IcQIoI+Usr0Q4gXAeIG45wKzgW0XiPvPrlTQRYmMjJS7du0q0/WWBSklq1evpmvXrgAYQiIIHvhRkReQ1pRzxH7i20MAACAASURBVH83ltDBnxbbyVleFJuF/LOHyDu+mey/NmIKbYjfQy+jq2JLLm9EpMNOzv7V5O9Zjp+PF/ff147I226lTp06SClJTk5m3759JCalEBwcRM0aYTRt2pS2bdtiMpkqO3yV64Ryi7sQQg+sAtZIKT9x2TIAHymlFM5nywwpZbGlI0KIrcBQKeVfhWxFxP0Cfy2QKqX0FkL0B9pJKZ9ytU0FfgcW4LzLD5FS2oUQdwFvSik7lXYdFS3u51EUhaeeeooZM2YAODc13XxPQXvSsneRlmwC+71XrsdwW1oc2X8uIefvHWgNZqwZCejNXmgDauN7/3AM1yj1o1JxSKlgjTtBfuxRtBmxaHKSQQgUvRupx3ahWLLQuHkhrXlIhw2Azz//gmeeGVXJkatcD5RL3F3CPQun4I4tZD8CPC2l/F0IcT8wUUrZQghhdo2bI4ToALwupbzngjEvvHMPdeX2EUI8DLwopbzT9UJ1N3C7y3UP0EJKmSqEWAz8IKVcIIT4GjggpfyqtGu5WuJ+ntzcXLy9vbHb7Zjq3k5wn7cBUKwWYr4ajH/35zHXv/xH8Pz4k2Rv+56cU3sxhjbAI7InSl42bnVvr1aHgKiAYskmZd1XWP7ehVQkGoMJvVcgOPJR8vOwZiQC0PvRPixZtLCSo1WpbMor7m2ATcBBQHGZXwEygc9wvpS1ACOllLtdefk1Lt8YnPn2M66xJuJ8CRqG8wXsDCnlm0KI94EeOFfmpOL80jjq6vOkaz5wpoRmuuz1cN7B++HM6z8upcwv7VqutrifZ8SIEUydOhWA8HGL0BjMpG9dQM7eX/Bo8SBKdirWlHP4dx1X7ASn80gpsZzeR9bW+eQn/IOxzq34dRh5UX+VkrHnpGNLOIUt5Sy2tDjsGYlgyUBac1Hy83DYLLjVb0nAg5W7Bl2xW0lZMZG80/twq3ETnq0fw1SzcYm+CXOfxxJzlCVLltC7d+9rHKnK9USF5NyrA9dK3AE2bdrEPfc4H1hqjJyFztOfpKXv4MhNRyKwxhzBu8WD+Dwwokg/qTjIPbrZeapRTjqmhnfjd/9QNAbzNYm7OqEoCuc+eshZEsHLH51XIFrPQIRHADpPP7QefuTHHiPv8G+EDLlqC60uSX7CKZKXTEDvE4LPA09jCK5Xqr8l+i8S5o3HYDSRb8m7RlGqXI+UJu5q+YGrRNu2bUlKSiIwMJCYrwYT+uQXBPZ6DXCJzv96YE+LK/BXbPnkHFxHxtaFCAHmZp3wbt2vzLtDVYqj0WjQ6I2EDPwYnXdQiT5CayB7148ltl0LMv78gYwt3+Nzx8N43tXvkid3AaDRgs6A/ca5L1O5AlTluIoEBASQm5uL2Wwm7ttnCHliMsagegVFtRz5OThyM8je+xOZO5ajM3vi1XoAXrcVPVxaURTsqdEYAmpVxmVUabRGM/b0+IuKu86/JnZLNoqiXPNiZ3mn9pCxZT6BvV4vU92h/Nhj5J3cTv7Zg+jM3kTUqnENolSpqqjifpVxc3PDarViMBiInzma0Ce/ROda1WKJOUr0l4Mx+oXh9+BzuDcouUxu8uI3yDt7EO+7+uLTZkCJPiolozV5YEuPx1S7WYFNsVvJ2LaQzK0LEVq9827ZagHTtU19Ze1egect911S2O2ZSaSv/ZK8s4fQB9VFaA24eXgx/tkx1yhSlaqIKu7XAL1eXyDwcd+OInTYNIy1mmEIicCndb9S8+kpa77EmnSawJ4vkfLzJOxpsQR0VwtQlRmzN44MZ/rLlhZH6tovsZzeV9CsC6hFyGMTixyZeK2wJ53C8/YHS/XJjzlK4pI3MQbXJ3TEt+jMXmTvWEID2z9ERQ0uta/KjY0q7tcIvV6PxWLBZDIRN304YU/NuORh2Jm7fiTnr98JefwjDIG10QfWJvH7V0iY+wKBA95X8/FlQOdbE8vJnUQfWIcjJx0AjcENn/uG4tm81G0RVxVFUbDlZmKo0eiiPrbUGBIWvoZny4cKitTlxx3Htm8li/bvVUsXqJSKWvL3GmI0GsnOdhbEjJ06FHtmUqn+6RvnENB1HIbA2gDofcMIifoM6bCR8M1IFEt2qf1VQOsdRH7SaRw56RiC6hEy8BPCxy2uVGEHsKfHIYQGranEvXxIh43k5e/hVi+yQNiV/BxyfvmYGVOnEB6ublhTKR1V3K8x7u7upKWlARAz5QnsmckX9TX4hWGNOVzEpjV7E/zYRPQBtYibMQJrasxVjbeq431HLwJ7v074c0sJfWIyxrCGZe6bd3oftrTYSzteAVm7VmAKqX/R9sxNc5HWXPx7jC+w5f72Nb27d+HRRx+9KjGpVC9Uca8EfHx8SEx07jSMmRJ1UYH37TKWzL2/ODfeFELoDPg/9Aoet7QjYfY48s7sv+oxV1WE0GCOuOOyi6Nl7llF0g9vE/fdaLIPb6iweHKObSH+uzHkHFqPZ5uSzwPIOfwbGXtWEdD7zYIVPNak08j4I0z58vMKi0WleqOKeyURGBhIcrJT1GOmRJV4h2gMrochsDbZO5cWaxNCg/d9Q/G+qy+JC15Fyc+96jHfCCiKQuzM0aT9NoPAXq/j33kMqWu+JGX15HKNmx97nNgpT5C6+nPcIloSNuxr3GrfWsRHSknWjmWkrv0K/+7jC9JxAJbT+3moRw+1aJhKmVHFvRLx9/cnIyMDgNhpw7HEHC3Sbs9OxZYag6F2yUvllPxcco9twhhYG/TqP/ryoih2YqdEYU+NxqftINzq3ob7zW0JGfgRllN7iP9uDIr18r5EFUUhZc1XJCx4GUONm/Fu8xjGOi3QmDyL+lmySVn2DhnbFxH4yFvFlsXKvHTq162NikpZUcW9kvHy8iI/31kSJ2Hu82TtX1PQlrz4Ddwb3Im5wZ3F+in5uSQufAUcdoKiPrvmG3CqG4o1l+hP+6FYsvHrMALvO3oVtBkC6xA65Eu07j7ETRtGfnzZTlKypceTMOMpco9tAgm5J3eQu/cnUpa/y7lP+5C85E2kw4Y9K5n478Zgz0wibPj0Es+glUKHxWKpsOtVqf6oa+muAwwGAw6Hg8DAIFJXf07u0c3oQxtiz8kg6ILaM3CBsA/+VF0SWU7sOenEfDEQoTMQ0P0FzA2LH6GoMboT8MgEsrYtJGH+S/jcOxivFt0vOqYl5gjJS97EvVFbbGmxKNY8ggZ8WJD7t2cmEzMlCvM/e0ld/TnGkAgCH5lw0fE0RjOJKWnlv1iVGwb1du86QaPRkJKSzMBBg7Cc3kvWjqX4dRmNxlh0g5Mq7BWLLS2OmC8eR+iNBD0yoURhP48QGrzu7k9gz5fI2DiH5B/fR1GUYn45x7aQuPB1vO/qh7lZJyyxxwnq898iL3VTVjn3LqSunoypdvNShR1A5xvKoSNHS/VRUSmMKu7XGbNnzWLevHkApPwymfy4EwVtN5qwx3w9hPgFr1618fPjThA7bTjCaCZ4wAdFShSUhlv9SEKemIw18TQJ3z6NPTejoE2xZJP686f4dXwaz1YPk73zB0y1b0VTaD174qLXsafHIW0WDP41Cej+3CXnNARHcGDvnhK/TFRUSkIV9+uQAQMGcOTQAZScNBLmv0jGptk4ctLLJOz5CafI+2fPNY644rHEHsWelUL+2QNXZfy8f/YQP/d5NGYvQgdNwhgScVn99T4hhER9hiGoHvEzRpB39iAAyT9+iFutJng0uR9HTjo5J3bge/+wgn7pm7/HmnQarzv7IG35BPR9p0zz6bwC0Lr7sG3btsuKU+XGRRX365RGjRpx/PhxpN1Kxo4fif5yIIolu1RhV+xWkhe/TsqKiSh2K4q16r6AS/nxQ4RGA0JTIJwVRfbhDSQueRuthz+hUZ+h97uy6ooavQm/7uPxbt2fpCVvkvTTJCwxfxXU6M8+sBaDb2hBmQlFUcjeuxLfB0ZgTzqFPqThZT19aeq35tvvZl9RrCo3Hqq4X8c0aNCAsWPHIu356L2DCX7yy1LFIGXVx+i8gtD7hhI7JYpzkx7BdsEGqKqALS0We04GXq164dXsAbK2L76s/oo1l7Q/ZhM3/Slip0ShKPaCtvTtS0j55XP0/jUJjfoMnWf5jikUQuDZogd+nZ4h79hmfO8ZhM47GEduBpl//oDnnX0KfDM2zUFj8sTc8C4s0UcwXeaRi2633MfCRYsKSlioqJRG9U7aVgMmTZrEgUNH2G8LRqtzVi7MT/yHxLkvILQ6tEY3pKIAErslh+C+75K1fw35ydEAZB9cj2+b/pV4BZdP8rL3EAI8W3THlhpDztK3L1lvXVHsZO9eRe6hX7GmxmIMrIVHZE+y964iff0M/DqMIGX9NLL3rcYY2oCgR99CYyj/3gB7ZjKpv3yKJfovvFt0w6NFD2ypMaSsmIghIBz3xvcWxJezfzV+XcYihMZZ6+Yy6/PrvIIw1WrK9BnfMG6sWu5XpXRUca8CTJ3yBbfe3hJz865oTB4IIZBIFEs2Dks26IwIrR6tmycJC17BFNoA/87PYI0+jDXmr8oO/7LIOvArtrQ4vCJ7oDV7o3HzAo2OvKObcW98z0X7xU8bBgg8butKwM33oPNyHs6h86tB8rJ3sWUmkX96H+a6txPQ80WEVl/uWDO2LSZj6wI8Gt5B6BOfo/erQfaBtaT+OhW3Os3x7/FigW/677PQuvvgFtEKR04aijUPQ3Ddy55Tf9tDfDDxI/7zzCh0OvWfr8rFUf92VAEiIiLo0qULGw6swbNVbwyBdaj17A8ollwydi0ja+dy3Go3w61+S0x1bi0QNoQGyz+7i42X988ekn/8EMWah0ZvxFSnOf5dxqG5xodVXIg9M5nU1ZPR+4fj7aq7IoTAs+kDZO9ZUaq4a8y+uNWPxOuOR4rY3WrfiiIh/8w+PG5ph2/HkWU7yu4SpG2eR9bO5QT1eQtTeBPs2akkL/0veWcPEtDzZcz1/z3W0p6TTu7Btfg/+DxCCHKObsbgG3JF5+Iaw24iyz2A+fPnM2jQoHJfh0r1Rc25VxFeeHYM9r9+pfCB5hqTGd82j2Hwr4khtCEezTr8K+yAqe5t2C05ZO4sekZoxsZZeN7WlfBxiwke8AHYLMRMGUzaprnX7HpKImXNF6DRENj7dYT23/sOt8b3YU06UyR3fiHmxu3I/euPIjYpJamrJyOkA6/Invh2eqZChD3nrz/I2rGM4L7vYApvgmK1kDDnWRx5WYQOn1FE2BVLLomzxmCu3wpTPac99+A6jDe1ueL5dS0e4dUJb+NwOMp9LSrVF1XcqwitWrXCz9NMfvThYm36oHrY448Vs2tNHgQ8+DwZm+diz0j4t8FmQR9UD43eiCG4PoF9/kvAw6+Se3AdcdOGVloZYWv0IXTeIcUOMTEE1kbr7kv27lUX7evRvDO2zKSCCppScZC09G2yD/+B7z2D8blnUIUcbmFLjyd1zRf4dxmNMewmADI2TEdrMBH82ER0Zq8CX8VuJWH2aAzB9fDtOhYhBLa0WKwp0Xi3eviKYzDVvpVcjXvBfggVlZJQxb2KIIRgSNQg7Ce2FGsz1Ysk9+whpN1arM2tfiQeN99D8vL3/h1LZ8SW+HdRvzrNCR02DVOd20ic+3ypdeavForVgkZvRMnPKbBJqZD3zx5sabFYSlnzrtEZMPiGkntiO9JuJemHt8k7uROddyAepZQJuKz4FDtJC17Bs+n9uN/sTBHlndpN9l8bCXj0v8X8k+a+gNbdD/+eLyM0WqTDRsaGbzCGRFxRSuY8Qgj0d/RnzLjnyMnJuXQHlRuSS4q7ECJcCLFBCHFECHFYCDHGZW8uhNguhNgnhNglhGjlshuEEDOFEAeFEPuFEO0KjfWuEOKcECL7gjmMQoiFQoiTQog/hRB1CrUNFkKccP0MLmSv6/I94ep7eQW7qyD9+/Ul99hmpFL0cdy94V3ojGYyty0ssZ/XPYOwpkRjiTkCgHfHkWTuXkX2wXVF/DR6Iz4dRmIMbUDahm+vzkWUQlC/95DWXGK+HkLW/rVk/rmEmK8Gk7LqI8yN78Wv839K7W+sfwc5B1YTP/8lLGcP4taoLTIvk+QlE3DkZZU7vtTVX6AxuuN93xAAHHmZJK/6CK/W/dF5BRbxTVn9Ofa8TAIeeROhMyDtNpIWvII18RT+PV8qdyymWk1JT03m8YEDyz2WSvWkLHfuduA5KeXNwJ3AKCFEY2Ai8JaUsjnwhut3gGEAUsqmQAfgYyHE+XlWAq1KmGMIkCaljAAmAR8CCCH8gAnAHa5+E4QQvq4+HwKTpJQNgDTXGNWa+vXrk5eZRur6acXa/Hq8RMaO5eTHlpCeMXuj8/Aj95jzrt8U1ojAni+Rum4qGb/PLCJ8QgjMTTtiizl09S7kIrjVbkbY8On43DeErK3zyT28Ae+2gwgbNZfA7i+gc/cttb9ny4ewJp3FmvgPPvcPI6jni4Q+NQPFkk3cN0+TH3PltVkUxY7lxHa87xtSsNImfd1XGHxC8W7Vq4hvzok/yfnrdwJ7v1FQGyj9t2nYs1IIGT4dnYffFcdRGENgHZYvW1ZwspeKSmEuKe5Syjgp5R7X5yzgCFADkMD5BKM3cP60icbAepd/IpAORLp+3y6ljCthmp7ALNfnJcD9wpkg7QSsk1KmSinTgHVAZ1dbe5cvrr4PlfWiqzIBAQFk7/m5mN0Y2gCPWzuSvOLDYm221BjsWal4tfw3z+tWP5LgAR+Q9/cOor8cSMKssQWlbM0N7sBuyS1S1+Za4tmsA2FPf0fIk1/i2axDmcsZ68xemOq1IOChl/Fq3gUAjcFM8MBPcG/agYSFr5K1Y1mRl9JlJXPrIjRmL0yuAzasCafIObkL/xIKfmWs+wrf+4ZgCHIudcw9tpXsv/5wVoWswHpAgY++BUD7BzpU2Jgq1YfLyrm70iW3AX8CY4H/CSHOAR8BL7vc9gM9hRA6IURdoAVwqdN8awDnAKSUdiAD8C9sdxHtsvkD6S7fwvaSYh7uShvtSkoq/UDqqsChQ4fQG41YzhW/szbWagolCFfWtoUYa9yEztO/qH9IBCFDphD+zHx0wREkzH+J/JijCK0ejcGEYqt65QuCH30L94jiD4e+9w4m6NG3yfxzMclL3rzsNI3lyB94tny44KVsxsaZuNW9HZ3Zu4ifLT0ee24m7k3uB8CRm0HKL5/h0+6JYqmb8qLz9MdYoxH79uzm7NmzFTq2StWnzOIuhPAAfgDGSikzgaeBcVLKcGAc8I3L9VucYrsL+BTYijO1U+rwJdjkFdiLG6WcJqWMlFJGBgZW7D+uyiA4OJjZ383E8sd0pKPo/1bL6f2YguoUsdkzE8k+uhm/ThfPV2tMZvw7P4NXq14kLnqDjC3zceSkl3tr/vWGKfwWV5om67LSNIolF2tGYsGhKflxJ7BEH8W/y+hivlk7l+MWfgsavXM3cda2Beh9Q/F0PUlUNEF9nIXHIluWlO1UuZEpk7gLIfQ4hX2elPL8gZ6DgfOfF+PKpUsp7VLKcVLK5lLKnoAPcKnn+2hcd/dCCB3ONE9qYbuLmjjTP8mAj8u3sP2GoG/fvjRrWJec3UXXr9vT49D4Fn2Aydq+GGNwPfS+oZcc16fNANxv7UjesS34dhpZpj5VjStJ02Tu+hFDQC20rpy/NeFv9N6BRcr4nseaeAp9TedJSlJxkHXwN7zbXp3NRordSuL3zpezSYkJrFmz5hI9VG4kLpkAdOW3vwGOSCk/KdQUC9wL/I4z/33C5W8GhJQyRwjRAbBLKS+1B34Fzi+LbcAjwG9SSimEWAO8V+glakfgZVfbBpfvAlffH0sYt1oihGDWN9NodlsLjPVaoQ9wfv8ZwxqR+ecSZHYKxog70QfVJevgekIGfXKJEf/Fr/3QqxX2dYXvvYNxqxdJyvJ3sZzZh9+Dz6N18yzR15pwElPNRgW/G0IiSM9IQrHkFtnVa005hz01Bq0rJZMfcwSNVodbvduvyjXEzxiBLSMRoTOg9wvjf5Mm06lTp6sy13mklMTFxXH06FFOnz5NUlISmVlZOBwKbiYjXl5e2Gw26tatS7t27agOT8tVlbK83WkNDAQOCiH2uWyv4FwV85nr7tkCDHe1BQFrhBAKEOPqC4AQYiIwADALIaKBGVLKN3F+ecwRQpzEecfeD0BKmSqE+C+w0zXE21LKVNfnF4EFQoh3gL38mxa6Iahbty7vv/tfXvvwU7z7foDQ6vFpMwBT3dvI2r2SzE2zsWYmYwquhyGwTmWHe11yPk2TtPA14r55msCHX8NYo1ExPykVEP/ubDWGROBWuxnxM0fi1rQDGpMnliMbyU88hWeT9rg3aguAPSMRbaFNTRWNW6O2uLt54dnyYXDYWD/pUebPn8+AAQMqbA4pJcePH2fdunX8+NMafl+/BrvN5mwUGpAlHB6i0YFrN7GPfyDt7ruPh7t3o2PHjoSEhBT3V7kqiCtZOVBViYyMlLt27arsMCoMKSUPdO7G/ix3PO6JKtauWHJBpytyvJtKyaT9/h1Ze1bi2+ZxPFo+VGQ3a8LiCRj9w/Ep9FSj2Cykrf0Ky+l9CJ0ec4M78WjRA513cIFPxtYF5J3aRcjjH12Tazjz4YMAV7Qa6ELOnTvHNzNn8taECQiNFr9b25Oy17kvQmvyQGMwOatq6s0IoztCb0Lo9Dhy0lGyU1Dyc1GsecgLXsrXb3QLPbp14cGuXWjdujVGo7Hcsd7ICCF2SykjS2pTC4dVYYQQLJw3m0ZNmpFX4xbcLqgPXtmFwKoSvu2iMNVrQcqP7xdP0ygKaLQoNguZf3xH9pFNOPKy0OhNoNGA3YZ7865FhB3Aeu4QhuDLO+GpPHjd1YfMbYvYsmULrVu3vqIxtmzZwtvvfcDan/8t9WBucj/mdsNJ2f8btV8oe/ZTURTyTv5JzsFfcSSdwpqRxKm/TzLpk0+Y9PFHCI2We9p3oHePrnTu3JmIiIgKKRGh4kQtP1DFCQgIYNniheT8+gX2zKq/1LMycavVlLCnZqDkOVfT5BzdTN4/e3HkZoAQ5B7fRvaRjfh3HUf42EWEj1tE+JgFmCNakrjglSKrl/LjTpAXc6RYlcorRbHmEvPF46Rtvng9GW/XwSCP9r38+v07d+6k9b3tadOmjVPYhQZj4ZVXV6C5Go0G94Z3EdT7dUJHzMQYfgum8CZ43/kIxuB6SAQbN25k9JgxNGzYkOAatRg6fAQrV65UDySpAFRxrwa0bduWF59/lpxfPkI6bJUdTpVGYzATPOgT3Js8QMZv00lfMxlbyjkQGuzp8ej9auBWP7LIQR/+3Z7FnpuJYnEKkpQKaWs+x9yoLTqvillOmrToDew56SXuY/g3dhNaN0/iYs6xfv36Mo174MABunR/iFatWrF14wbQ6pzvIoZ8ScgTX2AIa4SQDoRG53yCKQeO1Bg8Wz6Mzz2DCImaTPiY7zE3vNN5TRotSXHRfDN9Kj169MDL25tWre9lyJAh7N+/v0JSTTcaalqmmvDqyy+xafNW9vw+HY/7R1Z2OFUe33ZR+LaLAiB+/ksgtMj0WDRewcV87dmpoDjQuNI4OYd/x56VQtBlrFIqjYztS7C41uR739Hron7ZB39FOhz4dxnNuBdeYv/uHdhsNg4dOkRqaipmsxlvb2+SkpLYuGkzC39Yxl/7XYepa7S41WyMb+fRRZbAGkMikFlJoNECEkWxX9EuW0vMERxWC6bwJgW2/Nhj5B7djMbNkxrPzCM/+jBZu1ZgTziBLTOFnVs3sXPbZmbO/A6fgEA6derEw9278cADD+DnVzElHKozqrhXEzQaDUsWzufW21uStfcnPG7rVtkhVRukJQuhN5KfGoMp4q5i7ZnbF2MOvwWh0aLk55K2fho+9z5RIaUGrCnRpG+cjaFGY4Qtt6CapD03k4zN85D2fAAc6XHkx/9NQNexuDW8i7P7VtK8RUsO7P33sBaNVo9ywZOd0Bkwhd1UTNQL+rj7YE38GyEEQqtHyU5HcwVPIzmHfgOc9Xj0NW9Ba/Yhafn7SLuNmv+Zj0ajwa1WU9xqNQWcO30z/1yK5eR2HJYc0pISWTB3NgvmzkZoNNxyawt69ehGt65daNGiBVpt+ev0VzdUca9GeHl5sW71T0TecTd5XsG41S/xJbrKZZCfcApbWhzut9xH1s7leIU2KO7z9w487+oLQPa+X9CZvfFsfmXrzTN3LMPc+N6C4mIpP7wJUsEadxzf+54o8EuYPa5ojX7Ap+1A/s/eeYdHVXRx+J3tJbtJNj2hF0EUAQVUQEGRXhRFEBWwoTTB9tkrIgoWsKEgVaSpdEF6kSYdpPea3rO72X7v98cugZhCQhHQfZ9nn2zunZk7dwPnzp4553f0N9yJUCgxtHmBI5v9OYaasBgQAnd2iv/38FgUIRHoqjXC1LBzqdFUSqPFX8oRUGj0eHNTL8rVFN6yD5rYmjiObsa18Wfctixkj5OEAT8WW8tWHRZLRJv+0KY/kuTFcWgj9t3L8WacxGPNYs+OLezZsYUhQz4gxBxGy/vu48HOHYPhlucRNO7/MmrUqMGiBXNp1a4jygc/QBNT7WpP6bomZ9lozPVaozSG4XPkoY29odD5tF/eRZIkDLX80Sn5+1ajDyQxlRfHqd1kr5lEzrqp6Gs0Rmm0IPl8/jBDhZKQW/269Hk7FuHNTUUTWyOgYSPjy8vAunUOQqnEfHtX1FFVcCfux9y0B+HNHgMgY9Eo7LuXY27Ws6Bw94VQhcf5N5QBpcGMJ/MMuoo3lfveFCoNpnqtMdVrXWo7d+Zp8g9tJOzObuf6KlQYa991Ln/Amol1+2+4j2/DnZ2MLTebebNnMW/2LARQ/cabeKBjezp1aM+dd96JWn3p9XKvR4Ibqv9CmjRpwoSx35M3f2iR1V2QsiNJXlxpJzA26IDPmoFCrS0UXpr2y7t4Mk4T0/NzFFojPns27swzmBt0vKjr5f0xmdDbOhHz6CfI2RBiIQAAIABJREFUtkysW+f63WuyTETn11AoFEiSl+ylowGIeWwE5ts6Yb6tM+H3PEX4ff3I3TQL2efFvmcF+LyENjkXOWO5z59nmLloVJnnpI2vhc9pR3Llo6tQB8exK5snkjrlZXLXTSNn4y8ltlGZIghv3puYJ74iYfBMoh56F331hqhNEcjAkf17+GzECJo3b4453ELrDp0ZM2bMf05cLWjc/6V0796ND956nbw5H+Bz5F3t6VyX2PesQmkwo46oiDc3FaX2nGHP/P2rAsN+1oVi2zYfTVjMReUXePPzcKUew9igA9rYGkQ/Opz4Z8di276AkAbtMAQkDLKX/wCApc3AIu4UY53myG4nPnsOOWsmYW7ao5BcskJjwHhzS2SfB9uhjWWal0KlQaU34U4/ibpiXaTMk2Xql7djIfYDRauGldpn5xJkSUJpMJO7firO00VLShaZn0KBoUZjoh96l/h+E0kY8COhTXqgi6uOUheC025j2aIF9O3bl8qVK1Op+g0MHPQCS5cuxem8/lRPy0PQuP+LefmlF3n6sYexzf/oupTvLYn8I5tJnfkOmYu/JnfzbBzHt+MNuA4u63X2rcIYcLd4c1JR6owF51wnthPeqm+BYXee2k3u1vmEd3r1oq6V+8dk9PG1Cm1q5u9ejkKpLqT3Y9uxEABT/bZFxshZNw2lwUz+/jUoNfpilSgtbQYAkDnnIyRJInvtT5wc3pGTwzvizS9+EaAyhuJJP46uQh3c1kykC4RESs58claOJ3Ph5ySNeRr7wQsbeUnyh48qTRHEPfUNSp2J1Gmvk7f9N7JXT7pg/3NzDSOs2aPE9BpFhcEziHl0OIY6LdBY4kCp5vSxw3z79Ze0adMGkzmUu+5tzZdffsmhQ4f+deGWQZ/7v5zPPx1BYlIyyxd9hqmTv5bn9U7euikIfSjCbcd5YC3WLXPw5echFEqUGh0KjR6F1oCsM6MKjUYdnkBI/TYodcULg5WEbM1AfYt/Y9Sbm4Ks8+vEeO05eOw56CrdAvjL7aXP/RhzY39yzsXgPLKJ8PPKCLrTT5C7ZR4xj50rvuI44Zd2MjUqWpdGcuZj3TqX8Fb9yFo6GlO9osYf/Cvxs5mspz/tjFDrUFkq4LOmk/htTyoOnl6kvqsIr4A35RDK+u0QSg2u07vRB4qWFEfWqh/Qxd9AZJe3yVkziazFX5OzYiyaSrcQ1fHl4vv8Pgqh0hDR9nmUejPR3T8kecJAspd9D0IgOfOIaFtUYvlC6CreVLBHILmd2PYsx3FgLd6sRLz2HNatWsa6Vct44YUXiEmoRPt2bXmgUwfuueceTKby/Xu51gga9385CoWCqT9OolW7juxePpqQVgOv+xRvT04aMe1fKqh0BH49FcmRh8+aideajs+aic+ajpSbSu7GmUjufMLvLp/0rtdhLVDc9CTuRxPrlxKw7ViELroqCo0eyeMi49cP0FjiCWtW/sxQANveVciyjL6aP7pJlnxk/fY5hlpN0Maeky/I2zQLAPMdDxcZI/O3Eejib8B9ahdCqcZ5Yjuy/FSxf+vQZo+Tt/FnUCiJ7Pwq+uqNcB7bRvrcYSR+/zQJA6cWcufoqzXE+ufPhAuBodLN2HavKNW4Ow6uJ+yep1HoQrC0GUh4y+dI/eU98veuwnVrJ7TxNxTpY9+3Bn2VBgVx8JqoKv5s4fxcFFoDKVNfBZ+PiA4vlvFTLYpCo8N8a0fMt3bElXqMlEmDCKnfDk/iXtw5aaQmnmLiuLFMHOcvY1mlxg083uMRuj70ILfccst19/8m6Jb5D6BWq1k4bzYJZGL/Y9J1/fXTeXovyDLqqMqFjgshUBpC0cRUw1DjdkwN2hN2d28snV5FF1WpyGq0LEgeF8qQCGSfF0fiAUICq2HXsS3oat6JLMtkzfsYyWkj6tFPLvqebJt+xdTo/oJvVbYdC/HZc7C0H1yonfPEDoAi1Z9cKUdwnNyNrtbdWP9aTszjn+KzZuI8uavY6ykUCszNHkco1QiVBiEE+uoNsbQdiOxxkTpxYKH2xtpN8Voz8WScRl/nHjynih/3LNr42mSvGEvGL+/hSjyArFDiOvVX4FxRww5gqH0XrqQDuNNPFBxTh8Wija+FOqIisY9/huPYVjIWXB4RttwNMzHVuZuINgOIfWo0FV74mcj7X/dvzJojAcGJI4cY+uEQ6tevjyUqhkce68XMmTPJzMy8LHO40gSN+38Eo9HI6uVLCM85gH3DtKs9nYvG9tdSDFXrc67m+oWR3E4U5/nLy4rs86LQGHCnHEah0aGJqIAkSXiyk9BVvRX7npU4kw8R03vkRScseXJScGcnE1LXHyLozUsne82PhLcbVGjMs35uTWzROPucFWMw1m5C7ppJALgT96Ov1Yy8tVNKvG7ond2QPU5y/vjRf6+yjEKtQ/a6cWecwp2VWNBWoTGgr9qAnBXfo6/eCK/Thiv1WIljR3cbQnzfCchqHWk/v0Pyd08AYGlbcjWwqE6vYKzTgtSpr+FOOxaY0znfviosltC7e2Hft7rUa5cVT9I+9HXuKfhdoVBgrN2M6K7vE99vEgkDp2C8tSOaqCoodUZyMtNZdNjKwCFfklCxMi1atcFut1/yPK4kQeP+H8JisbB+zUpMKdux/fnz1Z7OReFNPoC2WvmSsySPq9iqSRdECGTJi/PUXwWKj9atc1FoQ1CHx/kzUVs8fVHfCs6Ss2IcxpqNURrDkGWZ7MVfoUuojeFvCp+ugL9dEVI47V6SvDiTDmHbswqh8sdz5x/cQPh9z+LOPI3zzP5ir6tQKDA1fABP+klsfy0lZcrLZPz2BQgF0d2GoLEUrugV0fFlnMmHcZ76i5Cat5O7fnqp96UyhBL1wBskDJiCOr42+kp1MdUrPbHL0qovxltakTrtdWy7l3N6VHeyFo1E9nrIWjCC7BVjCbnpnove1ziLJEn4XPlYt8zGeab4iByVMYzIVn2Je+obKgyeiSY8Fm18bYyd3iKm/xR2p0t07f7oBTeXryZB4/4fIzo6mg1/rMJwcj32TSXHEl+LSJIXd24Guir1y9fP60JRzs1U8PtofdYMfGnHUEdXB8C+/TdMdzyM9c9fUJsshNS9uIQlCBjm07sx3toZWZbI2zAdV/JhIru8WaRtxryPAf/G68nhHbHtWwNA9rIxIPnQVbiRiAf8NeplnweFSoOuWiOs638q8fph9zyB7HWTuXQ07uTDmG5/kMqvzkdftWjlKIXGQEiDjmQv+x5dnXvwJJet/qxCoyO6y5tE9/i4TO0t9z5DSP12ZC4ZjfHG5jiObefU511wJR0iod8kIkrYkC0PCoWCCv0nI4wRpP/6ASmTBxdsVpeEKqIKjr1+CQWh0hBy3wBWrdtIj8euTAnFy0HQuP8HiYuL48/1f2A8tQHbxunXjQ/ecWA9Cq0elTm6zH189hwkhw31RVSjUqq1+BxWv3a7IRR3IMJCV6kuuVsXEN7u4jf3ACSHDSEE6bOGkPTdU1i3zieq24dFvgnkbpqF5HZgvPlef9UlIHPBp5we+TC2nb8DENH5dRRa/7cT2evXj4lo3R9H4kHcqUeLvb5CocLYoAP4vITd8xThTUuv4BR61+NITisCgc9pL+Qfv5yEt3iSyq/MJqLtQGKe9Ktrxj79bYllEC8GhS6EqE6vkDDwJ1RR1Uj75b3S59RuEPZj28g/tAHZ68ZxfBtuey5z5y9g/IQJl21el5Ogcf+PEh8fz6YNawlN2Y597eTrwsDnrJ+OUOvL1ce+bxWa8FhUxrByX0/yef0FOWQZyWHFeWIXmrBYrBumoYutUeLmYFlRGcOoMHgGkZ1eRR1Xi9gnv0H7N+0ayesmZ/VEACztXsBy79NUfHk2htp3IbkdABhr343KFHHO9ST7AFDojOir1Cdvfcl7LJb7/DH0OavGX9DFoFAo0Fa9FfuO3zBWu5XcTbMv6r7Lg8oYRtT9r12S66s0FCoNpts6oVCXXhHKedwvwCbUetKmv0H24q8xNepCZI/hDH7pf6xdu/aKzO9SCBr3/zAxMTFs2biOOMdxbMu/LVRs4lpEdtkx3/5Q2dv7PFi3LcBwy8WJeEkuB0pzJCF3dMO+exm5f0xGGRaL7dCfWDq9clFjFoe+2q1Ed3mjWEGujN8+ByC89YCC8ESFSkPU/a+R8Pw0TLd2xNLOH/9dsGksnfs7hrcZiP3oNpyni69Rr1CoCL27NwA5gQ3Z0gi/9xnyT/6FOqEO3qQL1b2/PpDsOYhSjLv90AaylnxLRPsXsG+fj8+eTVy/iYTf3RN1ZEWMbV6gc5eHOHbs0jd6LydB4/4fx2KxsOGPVdSzyFjnvF8gEnWtIUkSkjsffdUGZe6T98dkBDIht3Uu9/W8eRn+CBKdCX3VBsT3GUNUl7eQnFYM1RujMkeVe8yz2A+uJ/Wnl3EcLV2nxWvPxXH4T/Q178DcoGi2qcpgxtKqb4GqokIZEMjyus+1MYaB5CVj3rASrxN2pz9u3rp5NtJ5fYtDFWJBY45E9nnxWLOQpGt7QVAWfI5cFEo1nswzuBIP4Eo8gM+egzPxACmTBpO54HPCmvcmd+0UvDmpxD7xTSHpB33VW1Hd1pWWrduRm3vt/P8JGvcgmEwmli1eyJNdWpMz7WVciWXbLPsncaccQgglyjL62x1Ht5K3YzGRD39YKCGnrLhSDqMyhhUkrqhCo5FcdtzpJ7G0G3yB3iVjP7SRzIVfoI6oTPr84SSPfRbHqd3Fts34NVCcumWfcl1D/puBDqnfDsllx5OTUqStbf9aTg7vhFDrQKkmZ23JG7BnUcbegC/jOAqtAeex7eWa27WIK/kQHls2yT++SMbcj8iYM5Qz3zxO6tTXkBHEPzsWbcKNyG4HsU+PLlY7yNigA3mWWnTq0hWv99p44AWNexAAlEoln386nB9/GI39t4+xbZ1bKM74aqNQ65ElH95iDNTfkTwu0n59H3Ozx9BEVLio6/msGSgN5nO/27PJXDQS853di9UfLwv5R7eQ+dvnRLQdiKXdIBL6TcTrsGLbtbhIW3f6SVwZpzDVb1uk8PaF+HupRct9z6HWheDYMqvgmOPkLk590ZWs379EGRJORPsX0ERVxrp5zgVX7/oq9XEmHUYffwPO49e/cQ9v1hNNbE2MlW4mtvdXmAK1aJF9uFOPIDmtKI1hSN7SS1iGtHiGPYk5DBh08Q//y8kFjbsQoqIQYpUQYr8QYq8QYnDgeH0hxJ9CiJ1CiK1CiMaB4xohxEQhxG4hxC4hRIvzxrotcPyIEOIrEVgWCSGeEEKkB8baKYR45rw+vYUQhwOv3ucdryqE2BQ4PlMIUXLFgSBlpkuXLuzavoWE7F1YZ72LJzvpak8JAE1UZfSV65Kz9JsLbv7ady9DExZDaOMuF309nz0HZWCDUpZlshZ+gTa6KqHl8Pmfj+P4djLmDffHcgeSZ2wbZ6DU6IpNqU+b+TZCKDA3KSxp4E4/geQuXQRO/psREkoVIXf1Inf3ShwndnDmm8dJnzUEoVQRfu9TJPSdgLF2MyytByBUajLmjyh1fPv+PxAaPQpD6DXrxisPCp2BkLr3YTu2ncTvnyJ/1++Ym/Ygod9EtBEVcJ3Zh+x2IJSlJ6oJhZKQdq8w9rvRfDJ8eKlt/wnKsnL3Ai/LsnwjcAcwQAhRBxgBfCDLcn3g3cDvAH0AZFmuC7QCPhfn0gm/A54FagZe56sbzZRluX7gNQ5ACGEB3gNuBxoD7wkhwgPthwMjZVmuCWQDT5f77oMUS9WqVdm+eSOvP/c4uTNexfbnz0UMxtUgovOruFKOkj79dfIPbyrWyMmSj9wNMwi5vVsxI5QdKT+3IPTOvmsxrpQjRHYtPVyuJByndpMxdxiWln0IqXsf4Fe2zNu5mMhuHxbJbnWc2o3PaUNfo3GhzFpvbirJkwaT9MOzpc+9mCLpIXXvQ6k1kj7rQyS3k7Cmj5LQfzKm+u0LjJY2riaGGrfjOLoV++FNJY4f3rIPPmsG1n1rQfnvKIRhvKkFYc0eJ77/ZGKf/o7wZo+hMkehq9OC7NWTcGecQnneNzZZlrHtXs6Zb3uRNvVVPFmJyJKPnFXjUOrNfDhsOEuXLr2Kd1QG4y7LcrIsy9sD763AfiABkIGz31tDgbNLvDrAikD7NCAHaCiEiAPMsixvlP1Lrx+BovJ2hWkDLJNlOUuW5WxgGdA2sOK/F/g10G5yGcYKUg6USiWv/u9l9uzaQX1dBjlTXyD/yOarGjKp0BiIf24cSksFcpaN5vSXj5AyYQA5q8aTf3gTnqxEcpZ9h0Kpuugyd2fxOawo9Ga8ualkrRxHeLsXLiocz3HyL9J//QBjnXvQxNbEnXqM/CObyFzwGaEtni7WbaQyRyGEAseRzSSPH4DzjD8qJWvJt/6EpfPExIpD9hR1qwghMDXvjex1E//0aMy3P1Qk/E9y5fuNteQlY/aHJY6viahI7BNfoTKYShUQu55QqDSE3vkwqvNccQDmO7oiu/PJmD+ikFyB4/BGspePwdTwfoTeRPLEQST98ByOY9uJfeobTB1epWv3Rzlw4OrtX5VLEEMIUQVoAGwCXgCWCCE+w/+QaBJotgu4XwgxA6gI3Bb4KQFnzhvuDP6HxFkeEkLcDRwCXpRl+XTg/Oli+kQAObIse0sY6/w5P4v/2wKVKlUqz+0GAapUqcLyxQtZsGABg176H7k756K543F0FepclfkodCFEBDRKvPl55O9bhePIFhwH1+N12lBq9EQ//vklX0dyWnF5nbh//xJdQh2MNW8v9xjOpAOk//o+QqXBcWgDjkMbkJGRPC608bWLjYBxnt6Lz55FpZdnkbttATnLx5A28x3U0VXxpB0DpRpTKclGCkPJ8fymm1ti//Nn8nctxnyeQqYsS9j3rCRrxQ/g86C2VCD6sdLdCipzFPF9J5bhU7i+8Ve9EqhCLITe1RPwr9rz1k/HWK9twE33EM7E/eSun0FU5/+h0IWgCrHga/I497Vtz65tW4iIiPjH515m4y6ECAFmAS/IspwnhBiK3wjPEkJ0A8YD9wETgBuBrcBJYAN+105xeplnl4ELgOmyLLuEEH3xr8TvLaVPaWMVPijLY4GxAA0bNrz2M3WuUTp16kT79u2ZPPlH3nj7XaymWFS3dERX7dZyiXhdTlQGM+aG92NueP9lH9vUoD25q8ah1JuIeqRsqfPn4zi1m4zZHxJ+V09M5/n+c1aMIf/wJqK6FV0ZS5JE6rTXEGodmQtHEvXgO1T831zSZg3FdXw7CkMouoiEQjLAf0epN5damEVdqT7ZG38uZNyTJ7+INysRIRREPzq8SCLVfxVvfi62v1YgVGqiHnq3IOrKlbgPT24q0Xf3LGirS7gRXbcPCvU31m2FLTuRdp0eYN3qFWg0/+y2YJn+Vwoh1PgN+1RZls+mpfUGzr7/Bb9PHFmWvbIsvxjwnd8PhAGH8a+uz/8OWoGAK0eW5UxZll2B4z/gX+0T6FOxmD4ZQJgQQvX3sYJcOZRKJU899SSnjh/h8zcGELr3V3ImD8S6Ze6/YmPtfIy1mxHfbxIxT3xdbtEx2+4VpP/6AWF39ypk2G1/LcX613Kiun9UbHhm1rLvEWotpts6ItQ60ucMJenb3ihUajSRlcDrxtz0sRKvK7kdePPS0JdSwNp1dDOmhoU9mEq9GdnrJqHfpKBhP4+0aa8DoK94U6HaAa7j21Fo9FAGJVBjs54cyZF4qs9z/7hLsyzRMgL/qny/LMtfnHcqCThbQv1e/AYcIYRBCGEMvG8FeGVZ3ifLcjJgFULcERizFzAv0C7uvHE74/frAywBWgshwgMbqa2BJQGf/Sqga6Bd77NjBbnyaLVannjiCQ7u/YvfZ0+nRaSdzAl9sc99H+uuJdedoZfc+RcM/ysr2eumkbXsOyI7vYLpVn+hbMmVT9b84WSvHI+lw4uFSumdPwf7rt/RxN1AePMnqNB/EmF3PY7kdeM8tg0Z0EQkoA0UsygO287FgChwHxRH6D1PYftrCT57TsExS6u+CKWK9NlDLvq+/21IkoQn8zQolTjO7MOVfKjgnKnxgwi1joxf37/gOEKhJKTti/y2ch3DP708WvRlpSxumaZAT2C3EOKsdNqb+KNivgysnp0E/NpANH5fvAQkBvqepR8wCdADvwdeAIOEEJ3xu2+ygCcAZFnOEkJ8CGwJtBsiy3JW4P1rwIyAe2gH/gdQkH8QIQRNmjShSZMm5Ofns3DhQib9NJ2V45/FEF0JOb4u6oq3oI27AYX2ymiDFIc3P4/8PSvw2rLwWjPw5aYi5ecguez+TcOSVlBCgb7m7US0HYxSX36J4MyFX5B/+E9iug9Fm1AbAOeZ/WTMG4bKGEbcs2OLFNo4S/rsjxFKNZb7+vqnotJgbtQFhdZI1vIxeLOTiOjxcYnVgGSvm9yNM9HG1UQVWnKil7H2Xdi2ziN3xRgsnV/DlXIE2eMk5OZ7se5egSc7udiHz3+NrIVfINRaQpv2wJuTSs7S0cT0HgWAQmsk+pFhJH7/FI4TO9FfQKVUodET0ulNhn7yGnVq16Jz5/JnTF8M4noQjLpcNGzYUN66tfSU7yCXjsvlYuPGjSxZuoyFS5ZxcN8eDJZY1FGV8YTEoQyLQxUWg9JoQWkwIzSGSyphJssSstuB5LLjSjpExrzhlLAF4+fsHsH5SVpCFDL62vhaWNo+jzqyUpn2FCSvmzOjumNpN4iQm+5BlnxYN8wgZ/NsTLd2IrzFEyX29ealkzimDyF17iaiw0vn7svnJen7p/DasjFUb4i5ySPIkoQ2oXaRzytv6zxy1v5EXO9RqC3Fxhacu549h+SxfVCHx+FKPYYyJJy4J78h8funUOrNJPT792+UloYr6RApU15CaI1UHPgTPqeNxNG9Seg/qaAgun3/WrKXjSa+/+RCUgSlj3sQ2/yhrFuzinr1Lk+UkRBimyzLxRY4CNZQDXLZ0Wq1tGjRghYtWvDxsI9wu90cOHCA3bt3s2//AXbvP8ixfX+QnppKVk42bqcDjd6IWm9EpdEhlCqEQlnwk/OLeksSsuRB8rjxOGy4HTbcDjtanQGjyYxarQFkEipVoXKVKlSpXAWLJYxwswmz2YzJ5P8ZFRVFVFQU0dHRREZGolb747VlWWbcuHH8sX4Dy5aMICUzHWNkvF+KQK1D1hjxakMRIRGoQmNRR1f1KzKqNJjveJjs5WNRhcaSs2IMkj2LmEeHl7oBCoGEJYWC0OZPFDpu27MCyeNEqNSENn+CtBlvIXtdKI1hmBp1wVinBQqtAcntJGfdNPSV613QsINfbybsnmdwpxz2r0C/exJvXjqhd3Ynd8NMnGf2XbVoqGsBtSUehALZZcf21xJC6rdDX7EOSWP7ENqgHcbbOpO9Yow/W7mMhh38CwZv8z60ateBzRvWUaVKlSt3EwRX7kGuAbxeL1arlby8PGw2Gx6Pp9DL5/NL2MqyjFqtRq1Wo9frCQsLIzQ0FLPZjFKpvMBVLo7c3FyOHz9ORkYGNpuNzMxMkpOTOXz8JAcOHmLv7r9Q6U0oqzREU7s5uWsm4Ti5C0ONxkQ88MYFy+85kw6QNv1NzI26EHZ3YV950g/P4slOIbTefagr1iNn1Xji+k3AunkuOWsmobYkEN9nDLlrfyJ3yzwSnh2LMiS8hCuVTNqMt1CHxxF67zOc+bY3QkDFwTPLPc6/DfvB9eQsH4NQa7G0eR7UGnKWfocr/QRqcyTxz5XfE+zOPE3qlFeIi43h8P496PXlk7D+O6Wt3IPGPUiQS0CSJHbv3s0vs2YxdtwEPNpQqHIH5sZdyuRqOj2qOzJQof8kfwTGebjTjmHbOg/z3b1Jn/4GuhvvJrzZY3htWST/8ByRD7yJOrISSWOfJaRuSyyt+1/UPTgT95M28x0qPD8V+57lZK+aSFSgWPR/Ca8ti9z1Mwi/54mChDVJkshZPRH7rsXoK99CWMvnkJx2FPqQciuDOhP3k/7Le5hv7YDClk7zWtHM+nnGJbkkSzPuQeGwIEEuAYVCQb169Rg6ZAjJp08yZvh7RKZswvrLGxdU17Tt/wNZ8hHeoncRww6gia6Gpf2LeNJP4svPJbRJdwAy5wzFWKOxv2j16gnIAsL+5tIpD7qEG1EZTOQf2kDILa0Rah1pZYgE+beR8cu72HYu4vTIbmT/4S8urlAosNz7NHHPjUfyuEga1w/HobUoylkVSvK6yZw9FPPtXQm9uzfGVs+zastu3vvgykUoBY17kCCXCaVSSbdu3Ti49y8+f+dl3Es/w7bos2KldgEy549AoQsh5ALFRKwbZ6C7oQkKhQrb7uW4M88Q2vJZv5TBoT8Ja/LIJUUj5W6ahSc3HdfxbQilmvB7n0aodeTt+P3Cnf8l5G2ZiyvtBMqAlk/expmcHNEJ+6GNgD9hLrr7UKIfGUr+gfUkfvck9oMbyjS2JHlJmzQITVQVv5yBz0vemkmoG3Vj5DffM2PGlXGBBY17kCCXGYVCwZNPPsGpY0cY8GALcqe/gu2PifictoI22eunIdQ6LK36+TeNS8CTnYTj9F7Cmj7q3zhdOY7wVv1Q6M1kLvkGlGrMjS5e/RL8Rb/NdzyMpb1fndJ4490oDKFkL/32gqX3/g147TlkrxwHQESXt6n4v/mYGz8IskzGnI9IGvMM3rx0wP8tJ/LhD5AcNjIXflHasIDfrZM2+UWERk/Eg++ALJM572Nyd/5O5sIv0Ld4lmf69uNKuIuDxj1IkCuE0Wjkg/ff48jB/XSoHUbWxP7Yti1AcjvIWzcNtSUBfY3GpY6hNIShr1CHpHHPkfRDHzQx1TDWaYHj6BY8GaeIaDf4glK0F0IZnoDrzF7s+9b4i2lLPiwtn0WodeSsm3pJY18PZMzyywYYat6BvlJdFAoF4fc8RYXnp6FJuBFPTgqJ3z1J+pxhSF53oOC4jFyKzANJwvdJAAAgAElEQVT4DXv61P8hyzJR3T9CqNRkLfgUd+pRKg6chi6+FumzhpBvzeOvv4ov2HIpBDdUgwT5h9izZw8DBr/IHyuX+90frfpiqlc29UpPxmlsuxZjanQ/SqOFxDHPIFQa4vuMuaQNOQDHiV2kzRqCUKn90s4+NwqdCcmRB4A6qjKauBvQV70VfbXbrlix6qvFyeH+TOIKL/yMshj3livlCGkz3vQnwCmUxD3xJTnrp+M4uB5D9cZEdX23SB9Jkkif/jq+/FxiHv8Mhc5I9qKROE7sIubJb1AZzLjST5IyaTD/e+VlRgz/5KLmHtxQDRLkGuDmm29mzYplfPfdd8g+L9nLx5D26wd4Ms9csK86siLhLfugMkdj27UYyWUnsvOrl2zYAfRV6iEUCsJbPEVY0x6E1GoS0E7xu4uEUCLbsshY8BmnR3bj5PCO2A+sveTrXivE9v4SpTGM9Olv4LVlFTnvzU0tKB6v1Br8GaoPvIE6PI78o5vJ/fPXQu0lSSL9p5eRHFZiHvPvq+Qs+RbH8R3EPPEVKoMZT1Yi1jnvM2nC+Is27BciaNyDBPmH6du3Lx6Pm2FDh+A4to3kSYPIWjQSrzXjgn0ll53sNZPRVbjpgslRZcWbl4Hs9RBStyWhd3TF3PxJQuq18ddVxR+SmX9iJwq1FqXBjEJnRKExXmDUax9X8mHs+/5AG1ud+P6TUOhNJE8YgPPMfjxZieRunkPKxIFkzP0Y2etGV7Eu8f0nF4RAxj7zHSiU5ARyGyCweTp5MLLPS/Tjn6LQm8ld8b1flqLXKFTGMDxZieTNfpeRI4bRu3ev0qZ4SQTdMkGCXEWsViv9Bz7PTz9N9Wep3tEVU+OihTTOkr1yHNadi4nvMwaV6dI1wmVZIm/zHPL+/Blj7btxnNiJz5ZZoGBorNuKkJvvRRN3w0UVGr9WcZzcRebcYcgyJAyaWpBslr32J/I2/YpQqJAlye+iUusIb9WPkLoti4zjtWWR+K3fQMc/N47MWR8g1Dq/j12jJ2/1eKy7VxDbexSq0Bg8GafJnfMen3/8Ic89W3pFrbIQTGIKEDTuQa5FsrOzsVgsgECoNP4omtb9MNRqWsjt4slJIXl8f0z12xHesk+5ryP7vHgyT+NOPYY7+SDOM/vwZCWCEAihQPY4UWh06G9qSVjTHqiMJRf+uJ6x71tDxoJPMd1yH87TezHWb0do4wcLzucf3YJt+2+owhPQV2+MvmrpwmCOU7tJm/4GAPoKdYh8eAgKjY7ctT9i3b6I6J6fo7Ek4E47Tt7cIXw78rPLtmIPassECXIN896QoUTc1g5Diz5kLf4K+97VZC4ahfXPXwi752m0leoihCB7xQ8glKVK+p5F8rjwpJ/AnXoUd9JBnIn78eamIVRqkP2RHkKpRhtfG0PtuzDUavKvNeZ/J2/9VLQJN4LXjdeWjSq8sB6PoXojDNUblXk8faW6qC3xeLKS/DVx1VryNswgb/tCYh4dgcaSgCvlCNZ5H/LD6G/o0eORy31LxRI07kGCXEVOnDjB+PHjCe/1NQqVhsiOrxB2V08y5n7sj9KYNQSh1qKLq4nz5F+Et3wWxXmFmsHvh3enHsOdegzXmb24Ug7js2UhVFqQfMheFwqNHm2luhiqN8RwQ1NU5sirdMf/DJIk4TqzF21szSKfl7ZaY6xb5+KzZRHWvNdFlVA8n+xVE5Bc+VQYNA2FWot10yxyN88muscnaKIq40o6iHX+R/w44QcefPDBCw94mQga9yBBriIv/e91dPU7FEjJAqhCY4jtPQpXyhFSJr+A7HGSf3Qr2vhahNRrjTcvHefJXThP7MR56i98+bkItTYQxuhBGWLBeHNL9DVuR1+1QbmUC/8tpE95CVfmGYQQJAyYXCh8M+yeJ5C9bsJbPlPiZyNJEmm/foD7zD7i+44rUYc/Z8NMrDsXEdPtQ5R6M9Zt88nZMIPo7h+hjamG8/QebAtHMOOnyXTs2PGK3GtJBI17kCBXia1bt7J0xUosT4wu9rw2tgbamGoYbroXww13Yt+7iqQfnsObl4FQKJE9TpQ6E/rad2Os1QR9jUYXVKH8L+DNz8WZeoz4PmNInjgQd8YpdPG1C84rFCoi2pQssuZKPkzKlJcRSjWy103y2D4kDJpRZEM5Z9008rbMIfrhD9Em3Iht5+/k/DGFqK7vo42/AcfJXdh//4zZP8+gdevWV+x+SyL4LyFIkKuALMv0H/QSutu7FysadraNwhxDzrqpZK+ZHDjow1i3NWF3PowqNOYfnHHxWPesxJN6FMtFbPBeKRQ6E8gSSWP7oK94cyHDXhqSJJH522fkH9qA0OiJ7PgS7pQj5G2egzvpQCGN++w/pmDbNt9fdSu+Frbdy8laOZ6oB99GV/EmHMe3Y18ykoXz5tC8efNSrnrlCBr3IEGuAgsXLuTQyTOEPvZKseddifvJXPItnuxk8HnQ12iM5b7nyi0zW15cqcfIP7CW8Oa9y9Q+a+EXCJUW645FxPQYhi7hxis6v7KgUChI6DcJWfKiDostUx93+gmSJwxEqLToqzQgov0LeLOTyNs8B9njRHNeTkHW8rHYdy8n+pFhaONqYt+3hqxl3xN5/2voq9THcXw7+UtGsvi3+TRr1uxK3eYFCRr3IEH+YbxeLwNfeBlNk15FRMN8DitZS77BcXQLsteNudnjhN7Z7YrHmEuSRPbyMdh2LAShKLNxB4Emriae9BP+oh8RFYjqNhSVwXxF53shyrthnLlwJACy10Vk59dwpx4h7Zf3kD0uEp6fVuCbz/j9S/IPrCOm24d+w35wPZmLvyKi48sYqjcqMOy/X2XDDkHjHiTIP47D4UClUuLdPhunRo+u4s3+48d3kDF/BJLHiaHmnUR0eukf8aG7U4+TMXconpxUAKK7f1imfpLXjVBrCbm5JYbazfzhf9sWkPjN4xjrtSOyTb8rOe3LigKZ0CY9yN+3gsxFo/wPV5+HioN/RqHzb8ZmzB2G8/Re4np9gTqiIo5j28hc+AURbQdhvKHJNWXYIWjcgwT5xzGZTBzcu5upU6fy6pvvYA2JxSW05B/ZhOx1E9t71GWTFigLyZMHoatUF8ntxHDj3egrl614syvpICgUqCzxKDR6wlo8ibFeGzIXfUn+nuWk2jKIeeidS56f/dBGrBumowyPJ/yeZ65IGGfIHd3IWvw1Cr2J/IPrQKmi4gszUGgMSJJExs9v48lKIrbXSFSh0bhSjpA+92PCWjyNsU5zXMmHsF8Drpjz+ffkEwcJch2hVCrp1asXp44d5vVnumE/a9if/PofNewAIbe0xnlqN6qQcCz3PVfmfu6kgyDLKLTndGbU4fEYqjcEASF177ss83Mc2YQs+ZAdeSSP71usuNelYqzdDLXJgjcnBaUxnIqDzhp2L2k/vYTXmklsb79h9+SkkDbzbUy3dsR8a3skjwv74i+Y+MOYa8awQ1B+IEiQa4Ls7Gy+/vZbRo76CmV0dVQNHkBb4abLovpYFuz71vjlfHUhZe7jTDpA6tTXUYVGE/v4pygNoXjz0kn6oS8qYzjxfcddlrllLBxJ/oF1CKUSTVQVonp8csX2ICRJKhhb8rpJmzwY1Fqiuw1FoQvBl59LyqTBaCvcRGTn/wFg2zCNOy1OFsyddUXmVBqXJPkrhKgohFglhNgvhNgrhBgcOF5fCPGnEGKnEGKrEKJx4LhGCDFRCLFbCLFLCNHivLFuCxw/IoT4SgT+5QohtEKImYHjm4QQVc7r01sIcTjw6n3e8aqBtocDff97mRpB/jWEh4fz7ttvk3zmFEMHPYFq/ViyfhzIma8fI3fzrCteEclYp3m5DDuALr42ofc+gzc3jZQpL+Oz55C15Fu/IuJjwy/b3JTmKGSvi7B7nvFL6F7BzeUCw+60cearHqAxEN3jExS6ECS3k/SZb6EOiykw7N68dBw7F/HtVyOv2Jwulguu3IUQcUCcLMvbhRAmYBvwADAKGCnL8u9CiPbAq7IstxBCDAAayrL8pBAiGvgdaCTLsiSE2AwMBv4EFgFfBfr3B26RZbmvEOIRoIssy92FEBZgK9AQkAPXvk2W5WwhxM/AbFmWZwghvgd2ybL8XWn3Ely5B7le8Pl8jBkzhgEDBhQc8xdX7nXNqTPaDv1J5ryPUWhDkD1ODHVaENnu+as9rYvGa80keXx/JJed0GaPEda0B7LkI+PX9/HlpRP91OiCv4Ft8Rc80/4OPhn20VWZ6yWt3GVZTpZleXvgvRXYDyTgN7Zn451CgaTA+zrAikD7NCAHaBh4SJhlWd4o+58oP+J/SADcDwSyNPgVaBlY1bcBlsmynCXLcjawDGgbOHdvoC2BvmfHChLkukepVNK/f38kSWLGjBkA5G36ldOfdibjty+QvO6rPMNzhNxwB5EPvInktCJ7XVjaDLhwpytI/omdJI4fiM/nQ5K85O1YhNeeW6a+XmsmSWOeQXLZQanBtmsxKT++RNK4fngyThHda1SBYXclH0ZK2svbb75xJW/noilXtEzAXdIA2AS8ACwRQnyG/yHRJNBsF3C/EGIGUBG4LfBTAs4vOXMG/0OCwM/TALIse4UQuUDE+cf/1icCyJFl2VvMWH+f87PAswCVKlUqz+0GCXLVEULQvXt3unfvzooVK2jfvj32vSux712Jofbd/1i45IUw1rwd0fV9fyGPq/jNwrZvjT9mXfKSOqE/ssuG156LbfMsYvuMKfWz8lozSZ08GF3lemgSbsS643d8+bkodSYUWiNRj40oJELm/vMnhr7/HiEh5XNn/VOU+a8ghAgBZgEvyLKcB/QDXpRluSLwIjA+0HQCfmO7Fb/rZgPgBYrbGTrrEyrpXHmPFz0oy2NlWW4oy3LDqKgrm90XJMiVpGXLlrhcLpKTk6larTr5B/7g9KcPkLdt/tWeGgCGareii6911a6ft3MxmYtGobYkEPfkVyBLmO/qSaWXZ6M0hJI+reQV9lnDbqjeiKiu7wYifWSEQknYPU8R13tkIUlkx4md6JxZ9OnzzD9wZxdHmYy7EEKN37BPlWV5duBwb+Ds+1+AxuBfecuy/KIsy/VlWb4fCAMO4zf4Fc4btgLnXDln8K/uEUKo8Lt5ss4//rc+GUBYoO3fxwoS5F9NbGwsx44eYdcuf2m37OVjOfXZAzgT91/0mK6UI5dreqUiSV6cSYcu/7heNzkrxqKJqUbs45+iia5G/LM/YKrXFqHSENn1fbx5aQWZqOfjzUsndfIgDNUbEdb2ebxZiaRMHoxky0RoDOSunlBQmQr8mj+eLTMZ/tEQ1Gr1Zb+Xy0VZomUE/lX5flmWvzjvVBJwVhHnXvwGHCGEQQhhDLxvBXhlWd4ny3IyYBVC3BEYsxcwL9B/Pv6HBUBXYGXAL78EaC2ECBdChAOtgSWBc6sCbQn0PTtWkCD/CW655RYkSeLHH39E9nlJ/el/ZMwvf5RK6uyhpE57nZPDO5K77bcrMFM/3rx0Usb0IXXqq7gus4FXqDQoNDq0UZVRaA2FzuUf2UzyuH6oY6pj27sK33lx8p7sZFImD8ZQ807C2j6PO6AIqa/RGIUuBH3lW/DmZeA4di4Qw3VqNwafnR49elzWe7jclGXl3hToCdwbCHvcGYiO6QN8LoTYBQwj4NcGooHtQoj9wGuBvmfpB4wDjgBH8UfSgP/hESGEOAK8BLwOIMtyFvAhsCXwGhI4RmDslwJ9IjjnFgoS5D+DEIKePXvicrno2vVhHAc3Yls1Fp8jr0z9Had24zqxg7C7e6EKTyB3zSRODu+Ibe+qyzpP++FNJE8YgL5GI8Lu6Erm3KFIkvfCHUvBm5dB5tLvyN3sdyAY67XDumspPof13HUPridj/nB01RvhyzqDpfUAlAHtfHfmaVJ/fJGQOi0Iaz0A5/EdpM54i5CG9xPRdhAxjw4n/9AGdNUbk7vKv3qXXPm4NvzIh++9jVKpLHZe1wrBJKYgQf5FZGRk8PqbbzP951/QN34YY/32RcTJziK58kka+wyhd3TD1OgBZFnGcXgj6XOGgVBS+dXL82U46ceX8CQfIqL9C4TUvQ9Z8pE65SWUpiiiHnz7osa0HdxA5vzhIPkAMN/ZnbxNs4h+8C30gRJ59n2ryVz8tV/7pU5h2V13+glSpryM6eaWhLXqR/6+VWQu+Zawe57B3KBdQbvU6W+iMobiOLGT0Lt64tu/nIfatOCHMd9dEyGplxQKGSRIkOuHyMhIxo39nk3r1nCD8yC5U1/EcWJnsW3TZ76FLu4GQhreD/i/Bfhy01DqQoh/duzlm5TLBkKBOqqK/zoKJRH3v0H+4T9xnPqr3MNlb/iZzAWfogqNIarLmwiVlrxNs0Dy4j69GwDb7uVkLv6GiA4vFTHsrqRDpE59lbDGDxLWqh+2LXPJWjqaiE6vFjLsABEdXsJ+ZDOqqGpkLR3NC888zrix318Thv1CXPszDBIkSLm5+eabWb9mJZO+/RzFurFYF49EcjsKzmevnognL53wjq8USBw4jm4he+1PRD70Luqwy1cIJLbnKJAl0mcNQXLakDwurBtnIJRqlOfp0lwIyZlP0thnsW6ciTa+FnG9R2G4oQmRD7xe0EYVVRXbzsUF+urGWk0LjeE4tZu0mW8Rdmd3TE0fJW/1eHI2ziCq+9Bia6mqzJGoIyvjOrWLESM+5f133/nHJCEulasfIBskSJArghCCBx54gNatW9Onb39+m/kqIR3fxGfLwrr9N2IeGYYyIDngTj9B+vzhhN/7dKGKQ5cDhc5AdI+PSfv5XVJ/fg/ZZUUgiH9uHCpTRKl9Ja8bV9JBbDsW+fVlVGrCmj6KqXGXAneTNuFGlKExSLYM7PtW4zqzl6gH30ZfpX6hsRxHt5Ix/xPCmj9BSL22ZC38AsfxbcT0/AKNpdg0Gex7VqBzZrJo+XJatmx5eT6Qf4igcQ8S5F+OwWDgp8kT+ebb0bz6+su43G5Mt3ZAG4hJ99lzSJv5Dsab7sVUv90FRrs49JXqEtr0MfI2TEMdXZWYxz4t1rUhSRL5+9eQu3qiX/1RpUEoVMg+D9qKN2Np3Q9N5LlkROeZvaTP/sj/rUSpxnFyF1Fd3ipi2POPbiFj3nAs9z2H4ca7yJj1AZ7M08T0/KLYak2yLGPfOB318XX8sX4tN9549StMlZegcQ8S5D+AEILnBw4gPi6Wrl0fxrrtNxRaI6bb7if91/fQRFQgonXJRaMvB2F3diX09i7FbvC6Uo+RvWoCrpM7ERo9CAUh9Vqjia6GylIBTVRllMbwgvay5CNv4wxy/5zll0ru+QXa+BuQvO6CqklnKTDsrfqir3kHadNeR/Y4iX36+0IZpwVj+zzYln9LnJzFiq2biYm5+rVqL4ZgtEyQIP8xkpKSSEiogFBrAIFSH0Lcc+OumoxB+oLPyN+32v+LUgU+H0KtRWkIQ2mOQBMWi8Icg9IUgUIXgux1Y906H0/mKdThCcT0/KyIQU+f8xEhDTog+zwFhl1XpQFp019HqTMR9fiIYu9XctqwLRxOo5oJzP5lBkZj2fcErgalRcsEjXuQIP9Rnn/+eb755hvMVeqiva0L+mq3lRg2eSXxWjNxHN2MNy8DnzUDT04qsjUNrz0b2ecDWQIEQqUFhQKEAMmH7HUHzgVQKFHpjCh0JtxZiQAIlQZL6/5oE24kdfrraKOrEfHQe8W6hLy5aVjnf0iP+zvw7dejrvk4dgga9wKCxj1IkMLY7XamT5/Ol6PHcPzESbR17kV3032ow+P+kevnH91C3pqJhN77bBE/+fl47Tkkj+uH7HOjialByC2t8OXnIlkz8dky8doy8dlzkZxWJFc+hlpNkOzZGGrfhSa+Nmkz38ZQozERHV4qdnxXyhFsC4bx3puv8crLxbe5Fgka9wBB4x4kSMns3buX0WN+YMqUKWgiKyFXvBVjvbZF0vkvJ2lzP8ZxcD0KjZ6Y3qOKjVpxJR0iZcpLCJWGsGaPYWr8YKnhiDnrpuI8to3YXl/gPPkXabOHYGrQgfAWTxbb3nFsG/Ylo5g84Qceeuihy3Zv/wRB4x4gaNyDBLkwLpeLpUuXMvHHqSxZuhRdvfYYbu1UEDZZXiRJIvePH1FZEjDd0qrwOXc+yT88h9eWjcoYRtwzY1Hozj1MstZMxrp5DgqtgeiH3kGbUHrUiuP4DtLnfERY896oQiLIWPg5YXf1xNyo+HIP9t3LcG/8iUUL5tG0adNi21zLBI17gKBxDxKkfBw6dIj3hgxl3vz5GOq2RX9bZ5SG0DL39+bnkTp5ED6HDQDZ5ybygbcKJQx5spNJmTQYyZ2PJqICMU+NBslLyqRBePPS0cTVIuqB11HqzSVdBvDXgc1c/BVhLZ5EoVCStXI8EW2fL5KhCoFQxz9nojq6htXLl1K7du0y39O1RNC4Bwga9yBBLo7jx4/z/ocf8csvv2K4+T70tz2AMiS81D6Ok7tIm/EWQqUhtNH9qCKrkLVyHLLbgVAoier6XkHClOP4dtJ+HQKSF33V+vjsubgzThN+16OYbu+KECUn08s+D7lrJmHduQRLhxfxZZ4id9NsIouJdwd/GKV95fdEOhNZvXwJsbFF49yvF4LGPUDQuAcJcmmcOXOGD4d9zJSfpmK4sTm62x5EZY4s0i5rzWSsm2b5tdQ7/w9DDf9KXfZ5sf21lOw1k8HnRak3EfXwB2iiKpO3bT7Zy/2aNurYmngzT2Np3Y+Qm0vODPVkJZIx5yNkj5OIzq9h3TANZ/JhoroNRRtTrUh7ye3E9vun3BwbwsL5czCZTJfpk7k6BI17gKBxDxLk8pCSksKwT0YwfsIE9LWaor3tQdRhsUheN2nTXsedfgKlKYLoh4cUG3kjeZzYti0gZ8NMZElCbYkjuusH5G6cgW3n4oJ2ytAYEp4bV+wGqm3PCrKWfoeheiNMd3Yj/Zf3UJsjieo+FIWm6Cawz56DbcFHtGl6G1MmTbimC22UlaBxDxA07kGCXF7S09MZ8dnnfPf9GDQ3tyZni18m2FjzDsLbPo9CXTQD9Hx8ThvWP38hb9sCZElCm1AbhVqL49g2fwOlmuiu7xVyr0iufLKXfEX+8R1Y2jyPQm8iY85H6GveSWSHF4u9jic7CevcIfR7qhefDBt63Yh/XYigcQ8QNO5BglwZ5s+fz/0PdEEo1VhaPo2xXrtyGVCvLYu8tT9h27caWfKBUg0eJwCqsDji+3yPUChxJR0kY84wlAYTkd0+wrFnOdnrpxHa9FFCby8+jNGVeADrb58wYtgQ+vfrd1nu91ohaNwDBI17kCBXhpSUFOLi44l78ms0Ad32i8GTnUzO6gnkH90KsgyBak3qqKqE1LmbnA0zCKnfjrBmj5O96HMcp/YQ+eA7JSpZ2g+sw7l6DNN/+pGOHTte9LyuVUoz7kHhsCBBglwysbGx1Kx9E9mJ+y7JuKvD44jq8hbutGOkzxuBNycZJB+e9OPkrE8i8qF30cXVJHXKiwgEsc+MQWUoGiIpyzL2LbNh32LWrl5J/folZ7/+Wwmu3IMECXJZOHLkCHfe1RzqP4ixXttLHk9yOzk9sisIRYGGjFJvwud2oI2sRHSvUcVqxMiSD/uqMYTbTrJq2WIqVKhwyXP5f3vnHlxFfcXxzyE3JEBAIEQQoUIAqxQVFEFmoFhUtI6aVqVqfaT10RZtFesoD1scWvAF1NeMVXwgdKqEV0VGJUXeoEBBAoq8KcpLCYRHCJDk5p7+sb9rNyEYhAvZbM5nZie/e37nd3a/2XvP3T2797dBxR6zZxjGKad9+/Z8smAe5E2laOWMqgdUwe5pT0GdCPXP6wmARFK8h1+XRSkr2kfRqplHjYkVH6Jw2nA6NSpl+ZKPQ53Yq8KSu2EYCaN9+/YsXjgfyZtKUd6HJxwnFotx5MuV1Emuy5HN3tl2atsuSCSFOin1KSsuoiD3JXa8nM3+JVOIxWJED+zmwKQhZPW8iI9yP6BRo+/+RWvYsbKMYRgJZ9OmTfTo1Ru9MIsGna894TjRgwXsfKM/yU1bU5K/hYyfP05Kq/MpWpnLvkUT0LJStPQIdVLqk5KSyp8GP8bggY+F5lbHqjipsoyItBaROSKyRkRWi8hDzt5ZRBaLSJ6ILBORbs6eLCLjROQzN2awL9YtIrLKxXnWZ/+ViOS7WHkicq+vL1tENrgl22dvKyJLnD1HRMrP1m8YRrXRrl077wh+1TQOrnj/hGKUHS7k67ceJFZ8iNI9X9H81hHUa9uFOsmpNOyaRasHxtOkz90AxEqLGTr4UYYMGlhrEntVHE9ZJgo8oqrnA5cBD4hIR+BZYJiqdgaGutcA/YAUVb0AuAT4rYi0EZF0YCRwhar+CGguIv7fFeeoame3vA4gIk2BJ4DuQDfgCRGJT2jxDPCcqnYA9gL3nOg/wTCMxJOZmcnihfM5tOgffPnMdRStXXDcY6OFe/j6zQcoO1xIUr2GtLhj9LfPfI0jkWTqIDRs3JS5s2cxaNCgREuo0VSZ3FV1p6p+6tqFwBrgbECBeFHrDGBHfAjQQEQiQD2gBDgAZALrVTXf+X0EVDV58tXATFUtUNW9wEzgGvG+mvsAk53fOKDyOT0Nw6g2MjMzmTdnNgC7pz1D4ap/VzmmdN/XbH85m+ihA0TSmtIi+3mSm7Uu56Ma4+CCcaSu+5AVy5bSu/fRMz/Wdr7XBVURaQN0AZYAA4CRIrIVGAXEyy+TgSJgJ/AVMEpVC4CNwHnuKD6Cl4z9e+wmV7KZLCJx+9nAVp/PNmdLB/aparSCvbJt/o0rGy3Lz8+vzMUwjFPIpZdeyqxZswChYOYYDm1cSkn+Fkp2/ZeK1/zKDu7lm7cHQVIyyU1b0iL7eSKNziznEyst5uAHozgnuo28ZUtp167daVRTczju5C4iacAUYICqHgD6Aw+ramvgYeAN59oNKANaAm2BR0Qk0x159wdygEgUGDMAAAe7SURBVAXAFrySD8B0oI2qXoh3RD8uvtpKNkW/w360UXWMqnZV1a4ZGRnHK9cwjATSp08fJk7MgegRdk8fyc6xf2DnuAFE9+741id6YBc7xw2g7HAh9Vp2oMUdo46aO77s0H4Kpw6l93ktWDRvNunp6adbSo3huJK7iCTjJfZ/qupUZ84G4u1JeEkd4JfADFUtVdVdwCKgK4CqTlfV7qraA1gHbHD2Papa7Ma/hlerB++I3H903wqv/LMbaOzOAPx2wzACSr9+/Xj33XfRksOgSkbWIJLdY/VKC7az460BxIqLaNC2Mxm/GHHU4/1KC7azP2cg991yA5Nz3iE19bsnJavtHM/dMoJ3VL5GVf/m69oBxAtdfXCJGq8U00c8GuBdhF3rYp3p/jYB7gfiF079c4LegFfXB8gF+opIEzemL5Cr3rncHOBm55cNTDte0YZhVA9ZWVnMmzcP6iSxd/54YqXFlOzazM5xD0O0hIYdf0z6z4YgkfLT8R7Z+jn7Jw1h9IgnePbpJyv9ZapRnirvcxeRnnhllM+AmDMPwbtI+gLe/DRHgPtVdbkr34wFOuKVT8aq6kgX6x3gIhfjL6o6wdmfwkvqUaAA6K+q8S+Eu936AEao6lhnzwQmAE2BFcAdvqP/SrH73A0jGAwbNoxhw58kqWEzogf3IMAZXbNo1OvOo25lLPpiLsUL3mTKxAlcddVVlQespdiskA5L7oYRHMaPH0/2PfdBLEZqyw40v31kuf6yQ/vZPe1pGhTvYe5HuXTq1KmatjS42NwyhmEEjrvuuovnR48mNa0RJbu2cNA3XUHxjnXseL0/R7atYfHCeZbYTwCb8tcwjGrjoQd/z/qNG3ntzfEUzHqdSHprSvO3sHfOm2i0hMLCQtLS0qp7M2skduRuGEa18uJzo7ni8l5IJJlvJjzO3rlj6d6tK9Fo1BL7SWDJ3TCMaiUpKYkpE9/h/B+eC7EyBg98lI8XLiQpKam6N61GY2UZwzCqnfr16zNn5gzWrl1Lr169qntzQoEld8MwAkFGRgb2K/LEYWUZwzCMEGLJ3TAMI4RYcjcMwwghltwNwzBCiCV3wzCMEGLJ3TAMI4RYcjcMwwghltwNwzBCSK2a8ldE8oEvTzJMM7wnQdVGTHvtxLQHl3NUtdJfftWq5J4IRGTZseZPDjum3bTXNmqydivLGIZhhBBL7oZhGCHEkvv3Z0x1b0A1YtprJ6a9BmI1d8MwjBBiR+6GYRghxJK7YRhGCAl1cheRVBFZKiIrRWS1iAxz9hwRyXPLFhHJc/Y2InLY1/eKs9cXkfdFZK2L87RvHSku3kYRWSIibXx92SKywS3ZPntb57vBja0bVO2ub4YvzisiklRbtPtivicin/teB057gvf5XBFZ5+s7M6i6T4H2uiIyRkTWi/eZvynI2o+JqoZ2AQRIc+1kYAlwWQWf0cBQ124DfF5JnPrAT1y7LrAA+Kl7fT/wimvfCuS4dlNgs/vbxLWbuL6JwK2u/QrQP6jaXV8jX8wpvm0PvXbXfyPwtt8niNoTvM/nAl0rsQdO9ynQPgwY7tp1gGZB1n7M/8npWlF1L3gJ+lOge4U3xFagQ1U7vEKsF4D7XDsX6OHaEbxfswlwG/Cqb8yrzibOJ+LsPYDcmqDdfWimA7fUFu1AGrAQ6Ej55B5o7QnQPZfKk3ugdSdI+1agQU3U7l9CXZYBEJEkdyq2C5ipqkt83b2Ab1R1g8/WVkRWiMg8ETnqSb0i0hi4HpjlTGfjvRlQ1SiwH0j32x3bnC0d2Od8/faEk0jtIpLr4hQCk525Nmj/K94R36EKqwik9gS/38e6ksWfRUScLZC6ITHa3ecb4K8i8qmITBKR5s4WWO2VEfrkrqplqtoZaAV0E5FOvu7bgHd8r3cCP1DVLsAfgbdFpFG8U0Qizv9FVd0cN1e22hOwJ5xEalfVq4GzgBSgjzOHWruIdAbaq+q/KllFILUncJ/frqoX4CXFXsCdzh5I3ZAw7RE3fpGqXgx8AoxyYwKrvTJCn9zjqOo+vFPNa+DbRH0jkOPzKVbVPa69HNgEnOsLMwbYoKrP+2zbgNa+mGcABX67oxWwA+80rbHz9dtPGQnSjqoeAd4Dspwp7Np7AJeIyBa80sy5IjLXDQu09pPd56q63f0txLve0M0NC7Rut80no30P3lla/At9EnCxawdeu59QJ3cRyYifZolIPeBKYK3rvhJYq6rbKvjH7wTJBDrgXRxBRIbj7cwBFVbzHhC/On4zMFu9Alsu0FdEmohIE6AvXr1NgTnOFzd2WuJUl9Ny0tpFJE1EznL2CHCtL06otavq31W1paq2AXoC61X18qBqT+A+j4hIM2dPBq4D4ncKBU53IrW77Z0OXO5crwC+cO1Aaj8mp6u4Xx0LcCGwAliF9+Yc6ut7C/hdBf+bgNXASrwLMtc7eyu806k1QJ5b7nV9qXjf7huBpUCmL97dzr4R+LXPnul8N7qxKQHW3hz4j4uzGniJ/18gCrX2Cj5tKH9BNXDaE7jPGwDLffv8BSApqLoTvc+Bc4D5LtYsvPJNYLUfa7HpBwzDMEJIqMsyhmEYtRVL7oZhGCHEkrthGEYIseRuGIYRQiy5G4ZhhBBL7oZhGCHEkrthGEYI+R/PTCfDTdcFoQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot the intersection\n",
    "land_use_muette.plot(edgecolor='black')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0    GEOMETRYCOLLECTION EMPTY\n",
       "1    GEOMETRYCOLLECTION EMPTY\n",
       "2    GEOMETRYCOLLECTION EMPTY\n",
       "3    GEOMETRYCOLLECTION EMPTY\n",
       "4    GEOMETRYCOLLECTION EMPTY\n",
       "dtype: geometry"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Print the first five rows of the intersection\n",
    "land_use_muette.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "You can see in the plot that we now only have a subset of the full land use dataset. The `land_use_muette` still has the same number of rows as the original `land_use`, though. But many of the rows, as you could see by printing the first rows, consist now of empty polygons when it did not intersect with the Muette district."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>class</th>\n",
       "      <th>geometry</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>135</th>\n",
       "      <td>Green urban areas</td>\n",
       "      <td>POLYGON ((3752020.694 2891519.323, 3752025.310...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>229</th>\n",
       "      <td>Sports and leisure facilities</td>\n",
       "      <td>POLYGON ((3752443.986 2891171.823, 3752446.430...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>239</th>\n",
       "      <td>Water bodies</td>\n",
       "      <td>POLYGON ((3752110.034 2891774.197, 3752112.444...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>278</th>\n",
       "      <td>Roads and associated land</td>\n",
       "      <td>POLYGON ((3752000.000 2891530.298, 3752000.000...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>279</th>\n",
       "      <td>Roads and associated land</td>\n",
       "      <td>POLYGON ((3751954.462 2891571.778, 3752000.000...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                             class  \\\n",
       "135              Green urban areas   \n",
       "229  Sports and leisure facilities   \n",
       "239                   Water bodies   \n",
       "278      Roads and associated land   \n",
       "279      Roads and associated land   \n",
       "\n",
       "                                              geometry  \n",
       "135  POLYGON ((3752020.694 2891519.323, 3752025.310...  \n",
       "229  POLYGON ((3752443.986 2891171.823, 3752446.430...  \n",
       "239  POLYGON ((3752110.034 2891774.197, 3752112.444...  \n",
       "278  POLYGON ((3752000.000 2891530.298, 3752000.000...  \n",
       "279  POLYGON ((3751954.462 2891571.778, 3752000.000...  "
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "land_use_muette = land_use.copy()\n",
    "land_use_muette['geometry'] = land_use.geometry.intersection(muette)\n",
    "land_use_muette = land_use_muette[~land_use_muette.is_empty]\n",
    "land_use_muette.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>geometry</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>class</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Continuous Urban Fabric</th>\n",
       "      <td>MULTIPOLYGON (((3755334.091 2889457.833, 37553...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Discontinuous Dense Urban Fabric</th>\n",
       "      <td>MULTIPOLYGON (((3755585.963 2889793.822, 37556...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Green urban areas</th>\n",
       "      <td>MULTIPOLYGON (((3755772.518 2889995.038, 37558...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Industrial, commercial, public</th>\n",
       "      <td>MULTIPOLYGON (((3755275.182 2889527.443, 37552...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Railways and associated land</th>\n",
       "      <td>POLYGON ((3755654.921 2889540.054, 3755560.618...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Roads and associated land</th>\n",
       "      <td>MULTIPOLYGON (((3754820.067 2889843.877, 37548...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Sports and leisure facilities</th>\n",
       "      <td>MULTIPOLYGON (((3753932.354 2891267.190, 37539...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Water bodies</th>\n",
       "      <td>MULTIPOLYGON (((3755507.459 2889412.262, 37555...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                                           geometry\n",
       "class                                                                              \n",
       "Continuous Urban Fabric           MULTIPOLYGON (((3755334.091 2889457.833, 37553...\n",
       "Discontinuous Dense Urban Fabric  MULTIPOLYGON (((3755585.963 2889793.822, 37556...\n",
       "Green urban areas                 MULTIPOLYGON (((3755772.518 2889995.038, 37558...\n",
       "Industrial, commercial, public    MULTIPOLYGON (((3755275.182 2889527.443, 37552...\n",
       "Railways and associated land      POLYGON ((3755654.921 2889540.054, 3755560.618...\n",
       "Roads and associated land         MULTIPOLYGON (((3754820.067 2889843.877, 37548...\n",
       "Sports and leisure facilities     MULTIPOLYGON (((3753932.354 2891267.190, 37539...\n",
       "Water bodies                      MULTIPOLYGON (((3755507.459 2889412.262, 37555..."
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "land_use_muette.dissolve(by='class')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7fd653e482e8>"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "land_use_muette.dissolve(by='class').reset_index().plot(column='class')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<div class=\"alert alert-success\">\n",
    "\n",
    "**EXERCISE: Overlaying spatial datasets**\n",
    "\n",
    "We will now combine both datasets in an overlay operation. Create a new `GeoDataFrame` consisting of the intersection of the land use polygons wich each of the districts, but make sure to bring the attribute data from both source layers.\n",
    "\n",
    "Once we created the overlay of the land use and districts datasets, we can more easily inspect the land use for the different districts. Let's get back to the example district of Muette, and inspect the land use of that district.\n",
    "\n",
    "* Create a new GeoDataFrame from the intersections of `land_use` and `districts`. Assign the result to a variable `combined`.\n",
    "* Print the first rows the resulting GeoDataFrame (`combined`).\n",
    "* Add a new column `'area'` with the area of each polygon to the `combined` GeoDataFrame.\n",
    "* Create a subset called `land_use_muette` where the `'district_name'` is equal to \"Muette\".\n",
    "* Make a plot of `land_use_muette`, using the `'class'` column to color the polygons.\n",
    "* Calculate the total area for each `'class'` of `land_use_muette` using the `groupby()` method, and print the result.\n",
    "\n",
    "<details><summary>Hints</summary>\n",
    "\n",
    "* The intersection of two GeoDataFrames can be calculated with the `geopandas.overlay()` function.\n",
    "* The `overlay()` functions takes first the two GeoDataFrames to combine, and a third `how` keyword indicating how to combine the two layers.\n",
    "* For making an overlay based on the intersection, you can pass `how='intersection'`.\n",
    "* The area of each geometry can be accessed with the `area` attribute of the `geometry` of the GeoDataFrame.\n",
    "* To use a column to color the geometries, pass its name to the `column` keyword.\n",
    "* The `groupby()` method takes the column name on which you want to group as the first argument.\n",
    "* The total area for each class can be calculated by taking the `sum()` of the area.\n",
    "\n",
    "</details>\n",
    "\n",
    "</div>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [],
   "source": [
    "land_use = geopandas.read_file(\"zip://./data/paris_land_use.zip\")\n",
    "districts = geopandas.read_file(\"data/paris_districts.geojson\").to_crs(land_use.crs)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {
    "clear_cell": true
   },
   "outputs": [],
   "source": [
    "# Overlay both datasets based on the intersection\n",
    "combined = geopandas.overlay(land_use, districts, how='intersection')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {
    "clear_cell": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>class</th>\n",
       "      <th>id</th>\n",
       "      <th>district_name</th>\n",
       "      <th>population</th>\n",
       "      <th>geometry</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Water bodies</td>\n",
       "      <td>61</td>\n",
       "      <td>Auteuil</td>\n",
       "      <td>67967</td>\n",
       "      <td>POLYGON ((3751395.345 2890118.001, 3751395.345...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Continuous Urban Fabric</td>\n",
       "      <td>61</td>\n",
       "      <td>Auteuil</td>\n",
       "      <td>67967</td>\n",
       "      <td>MULTIPOLYGON (((3753253.104 2888254.529, 37532...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Roads and associated land</td>\n",
       "      <td>61</td>\n",
       "      <td>Auteuil</td>\n",
       "      <td>67967</td>\n",
       "      <td>POLYGON ((3751519.830 2890061.509, 3751522.057...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Green urban areas</td>\n",
       "      <td>61</td>\n",
       "      <td>Auteuil</td>\n",
       "      <td>67967</td>\n",
       "      <td>MULTIPOLYGON (((3754314.717 2890283.121, 37543...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Roads and associated land</td>\n",
       "      <td>61</td>\n",
       "      <td>Auteuil</td>\n",
       "      <td>67967</td>\n",
       "      <td>POLYGON ((3751619.113 2890500.000, 3751626.627...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                       class  id district_name  population  \\\n",
       "0               Water bodies  61       Auteuil       67967   \n",
       "1    Continuous Urban Fabric  61       Auteuil       67967   \n",
       "2  Roads and associated land  61       Auteuil       67967   \n",
       "3          Green urban areas  61       Auteuil       67967   \n",
       "4  Roads and associated land  61       Auteuil       67967   \n",
       "\n",
       "                                            geometry  \n",
       "0  POLYGON ((3751395.345 2890118.001, 3751395.345...  \n",
       "1  MULTIPOLYGON (((3753253.104 2888254.529, 37532...  \n",
       "2  POLYGON ((3751519.830 2890061.509, 3751522.057...  \n",
       "3  MULTIPOLYGON (((3754314.717 2890283.121, 37543...  \n",
       "4  POLYGON ((3751619.113 2890500.000, 3751626.627...  "
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Print the first five rows of the result\n",
    "combined.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {
    "clear_cell": true
   },
   "outputs": [],
   "source": [
    "# Add the area as a column\n",
    "combined['area'] = combined.geometry.area"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {
    "clear_cell": true
   },
   "outputs": [],
   "source": [
    "# Take a subset for the Muette district\n",
    "land_use_muette = combined[combined['district_name'] == 'Muette']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {
    "clear_cell": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7fd653f882e8>"
      ]
     },
     "execution_count": 51,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Visualize the land use of the Muette district\n",
    "land_use_muette.plot(column='class')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {
    "clear_cell": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "class\n",
      "Continuous Urban Fabric             1.275297\n",
      "Discontinuous Dense Urban Fabric    0.088289\n",
      "Green urban areas                   2.624229\n",
      "Industrial, commercial, public      0.362990\n",
      "Railways and associated land        0.005424\n",
      "Roads and associated land           0.226271\n",
      "Sports and leisure facilities       0.603989\n",
      "Water bodies                        0.292194\n",
      "Name: area, dtype: float64\n"
     ]
    }
   ],
   "source": [
    "# Calculate the total area for each land use class\n",
    "print(land_use_muette.groupby('class')['area'].sum() / 1000**2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
